{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ***4 Phase Flowing Bottom Hole Pressure Calculation***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import scipy.integrate as integrate\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.metrics import r2_score\n",
    "from scipy.optimize import minimize\n",
    "from ipywidgets import interact, interactive, fixed, interact_manual\n",
    "%config InlineBackend.figure_format = \"svg\"\n",
    "%matplotlib inline\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assigning Variables: Reservoir, Fluid Properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Fluid PVT:\n",
    "sp_gravity_oil = 0.81 \n",
    "sp_gravity_gas = 0.81\n",
    "sp_gravity_water = 1.021\n",
    "sp_gravity_sand = 0\n",
    "\n",
    "\n",
    "\n",
    "# Reservoir Properties:\n",
    "\n",
    "p_reservoir = 7584\n",
    "p_bubble = 4450\n",
    "Rs_i = 3620.717\n",
    "Bo_i = 2.577\n",
    "Bg_i = 0.0028\n",
    "Bw_i = 0.955\n",
    "mu_o_i = 0.207\n",
    "mu_g_i = 0.046\n",
    "mu_w_i = 0.636\n",
    "\n",
    "Reser_Temp_F = 163 # Reservoir Temp\n",
    "Reser_Temp_R = Reser_Temp_F + 459.67\n",
    "API = 45.2\n",
    "\n",
    "# Wellbore Parameters:\n",
    "\n",
    "L = 10500 # Casing Depth in ft\n",
    "wellbore_OD_in = 5.5\n",
    "wellbore_OD_ft = wellbore_OD_in/12\n",
    "wellbore_ID_in = 4.778\n",
    "wellbore_radius_in = wellbore_ID_in/2\n",
    "wellbore_ID_ft = wellbore_ID_in/12\n",
    "wellbore_radius_ft = wellbore_ID_ft/2\n",
    "wellhead_Temp_F = 130\n",
    "wellhead_Temp_R = wellhead_Temp_F + 459.67\n",
    "surface_temp_F = 60\n",
    "ar_wellbore = math.pi * wellbore_radius_ft ** 2 #cross-section area of the wellbore\n",
    "theta = 0 # inclination angle, Degree\n",
    "dh = wellbore_OD_ft-wellbore_ID_ft # Hydraulic Diameter in ft\n",
    "epi = 0.000015 # pipe wall roughness, ft\n",
    "\n",
    "#Misc:\n",
    "gravity = 32.17  # ft/s^2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let us define the functions used in Four Phase BHFP calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Qs = Flow rate of sand()\n",
    "# Qw = Flow rate of water(BOPD)\n",
    "# Qo = Flow rate of oil(BOPD)\n",
    "# Qg = Flow rate of gas(SCFD)\n",
    "\n",
    "def a(Qs, Qw, Qo, Qg):\n",
    "    nu = ((15.33 * sp_gravity_sand * Qs) + \n",
    "          (86.07 * sp_gravity_water * Qw) + (86.07 * sp_gravity_oil * Qo) + (0.01879 * sp_gravity_gas * Qg))\n",
    "    de = Reser_Temp_R * Qg\n",
    "    return nu / de\n",
    "\n",
    "\n",
    "def b(Qs, Qw, Qo, Qg):\n",
    "    nu = 0.2456 * Qs + 1.379 * (Qo + Qw)\n",
    "    de = Reser_Temp_R * Qg\n",
    "    return nu / de\n",
    "\n",
    "\n",
    "def c(Qg):\n",
    "    nu = (4.712*10**-5) * Reser_Temp_R * Qg\n",
    "    de = ar_wellbore\n",
    "    return nu / de\n",
    "\n",
    "\n",
    "def d(Qs, Qw, Qo):\n",
    "    nu = Qs + 5.615 * (Qw + Qo)\n",
    "    de = 86400 * ar_wellbore\n",
    "    return nu / de\n",
    "\n",
    "\n",
    "def f():\n",
    "    nu = 1\n",
    "    de = 1.74 - (2 * (math.log((2 * epi / dh), 10)))\n",
    "    return (nu / de) ** 2\n",
    "\n",
    "\n",
    "def e():\n",
    "    nu = f()\n",
    "    de = 2 * gravity * dh * math.cos(theta)\n",
    "    return nu / de\n",
    "\n",
    "\n",
    "def m(Qs, Qw, Qo, Qg):\n",
    "    nu = c(Qg) * d(Qs, Qw, Qo) * e()\n",
    "    de = 1 + (d(Qs, Qw, Qo) ** 2) * e()\n",
    "    return nu / de\n",
    "\n",
    "\n",
    "def n(Qs, Qw, Qo, Qg):\n",
    "    nu = (c(Qg) ** 2) * e()\n",
    "    de = (1 + (d(Qs, Qw, Qo) ** 2) * e()) ** 2\n",
    "    return nu / de\n",
    "\n",
    "\n",
    "def Four_Phase_BHFP():\n",
    "    \n",
    "    df = pd.read_excel(r\"C:\\Users\\apoor\\Desktop\\4 Phase BHP\\RTA_Worksheet.xlsx\", \"Calculation\", header=0)\n",
    "    Qo = df['Oil Rate, q']\n",
    "    Qg = df['Gas Rate, SCFD']\n",
    "    Qw = df['Water Rate, B/D']\n",
    "    Qs = np.zeros(len(df))\n",
    "    Pwh = df['Casing Pressure, Psi'].apply(lambda x: x * 144.0) # Converting Psi to lbf/ft^2 (Wellhead Pressure or Casing Pressure or Tubing Pressure)\n",
    "    Pwf = np.zeros(len(df)) # Calculated Bottomhole flowing pressure\n",
    "    RHS = np.zeros(len(df))\n",
    "    \n",
    "#     pragya = [0]\n",
    "#     for i in pragya:\n",
    "        \n",
    "    for i in range(len(df)):\n",
    "        \n",
    "        Pwf_assumed = Pwh[i]\n",
    "        \n",
    "        while True:\n",
    "            A = b(Qs[i], Qw[i], Qo[i], Qg[i]) * (Pwf_assumed-Pwh[i])\n",
    "            B = (1 - (2 * b(Qs[i], Qw[i], Qo[i], Qg[i]) * m(Qs[i], Qw[i], Qo[i], Qg[i])))/2\n",
    "            C = ((Pwf_assumed + m(Qs[i], Qw[i], Qo[i], Qg[i]))**2) + n(Qs[i], Qw[i], Qo[i], Qg[i])\n",
    "            D = ((Pwh[i] + m(Qs[i], Qw[i], Qo[i], Qg[i]))**2) + n(Qs[i], Qw[i], Qo[i], Qg[i])\n",
    "            E = m(Qs[i], Qw[i], Qo[i], Qg[i]) + (n(Qs[i], Qw[i], Qo[i], Qg[i]) * (b(Qs[i], Qw[i], Qo[i], Qg[i]) / c(Qg[i]))) - (b(Qs[i], Qw[i], Qo[i], Qg[i]) * (m(Qs[i], Qw[i], Qo[i], Qg[i])**2))\n",
    "            F = math.atan(Pwf_assumed + m(Qs[i], Qw[i], Qo[i], Qg[i]) / (math.sqrt(n(Qs[i], Qw[i], Qo[i], Qg[i]))))\n",
    "            G = math.atan(Pwh[i] + m(Qs[i], Qw[i], Qo[i], Qg[i]) / (math.sqrt(n(Qs[i], Qw[i], Qo[i], Qg[i]))))\n",
    "            \n",
    "            LHS = round(A + (B * abs(math.log10(C/D))) - ((E/math.sqrt(n(Qs[i], Qw[i], Qo[i], Qg[i])))*(F-G)))\n",
    "            RHS = round(a(Qs[i], Qw[i], Qo[i], Qg[i])*L*(1+(d(Qs[i], Qw[i], Qo[i])**2)*e()))\n",
    "            \n",
    "#             print('For step',i,'LHS is:',LHS,'RHS is:',RHS,'Difference is:',RHS-LHS,'and Pwf assumed is',Pwf_assumed/144)\n",
    "#             print('a is',a(Qs[i], Qw[i], Qo[i], Qg[i]),'b is',b(Qs[i], Qw[i], Qo[i], Qg[i]),'c is',c(Qg[i]),'d is',d(Qs[i], Qw[i], Qo[i]),'e is',e(),'f is',f(),'m is',m(Qs[i], Qw[i], Qo[i], Qg[i]),'n is',n(Qs[i], Qw[i], Qo[i], Qg[i]))\n",
    "            \n",
    "            if LHS == RHS:\n",
    "                \n",
    "                Pwf[i] = Pwf_assumed / 144\n",
    "                print('Iteration:',i,'and s.no:',i+1,'has been completed. Casing Pressure is:',Pwh[i]/144,'Psi','and calculated Pwf is:',Pwf[i],'Psi.')\n",
    "                break\n",
    "                \n",
    "            elif RHS-LHS <=-1:\n",
    "            \n",
    "                Pwf[i] = Pwf_assumed / 144\n",
    "                print('At iteration:',i,'and s.no:',i+1,'the difference b/w RHS & LHS was -ve. Casing Pressure is:',Pwh[i]/144,'Psi','and calculated Pwf is:',Pwf[i],'Psi.')\n",
    "                break\n",
    "                \n",
    "            elif RHS-LHS <=0.5:\n",
    "            \n",
    "                Pwf_assumed +=1\n",
    "            \n",
    "            elif RHS-LHS <=20:\n",
    "            \n",
    "                Pwf_assumed +=(1*144)\n",
    "                \n",
    "            else:\n",
    "                \n",
    "                Pwf_assumed +=(100*144)\n",
    "                \n",
    "    df_results = df[['Casing Pressure, Psi','Time, days','Oil Rate, q','Gas Rate, SCFD','Water Rate, B/D']]\n",
    "    df_results['4 Phase BHFP, Psi'] = Pwf\n",
    "    df_results = df_results[['Time, days','Casing Pressure, Psi','4 Phase BHFP, Psi','Oil Rate, q','Gas Rate, SCFD','Water Rate, B/D']]\n",
    "    df_results.to_csv('Results_4_Phase_BHFP.csv',index=None)\n",
    "    print('Congratulations!! 4-Phase BHFP Calculation Code has been run successfully.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's analyze main RTA worksheet from which the data will be taken to run 4-phase code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading Excel File into Pandas DataFrame\n",
    "dataFrame = pd.read_excel(r\"C:\\Users\\apoor\\Desktop\\4 Phase BHP\\RTA_Worksheet.xlsx\", \"Calculation\", header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time, days</th>\n",
       "      <th>Time, hrs</th>\n",
       "      <th>Casing Pressure, Psi</th>\n",
       "      <th>Oil Rate, q</th>\n",
       "      <th>Gas Rate, SCFD</th>\n",
       "      <th>Water Rate, B/D</th>\n",
       "      <th>Np</th>\n",
       "      <th>Oil Viscosity</th>\n",
       "      <th>GOR</th>\n",
       "      <th>WOR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>2680</td>\n",
       "      <td>69.0</td>\n",
       "      <td>90550.0</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>0.326013</td>\n",
       "      <td>1312.318841</td>\n",
       "      <td>17.724638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>48</td>\n",
       "      <td>2550</td>\n",
       "      <td>175.0</td>\n",
       "      <td>323650.0</td>\n",
       "      <td>2597.0</td>\n",
       "      <td>244.0</td>\n",
       "      <td>0.335297</td>\n",
       "      <td>1849.428571</td>\n",
       "      <td>14.840000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>72</td>\n",
       "      <td>2510</td>\n",
       "      <td>125.0</td>\n",
       "      <td>216000.0</td>\n",
       "      <td>3119.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>0.338274</td>\n",
       "      <td>1728.000000</td>\n",
       "      <td>24.952000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>96</td>\n",
       "      <td>2450</td>\n",
       "      <td>229.0</td>\n",
       "      <td>465800.0</td>\n",
       "      <td>2982.0</td>\n",
       "      <td>598.0</td>\n",
       "      <td>0.342868</td>\n",
       "      <td>2034.061135</td>\n",
       "      <td>13.021834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>120</td>\n",
       "      <td>2350</td>\n",
       "      <td>252.0</td>\n",
       "      <td>657700.0</td>\n",
       "      <td>2550.0</td>\n",
       "      <td>850.0</td>\n",
       "      <td>0.350893</td>\n",
       "      <td>2609.920635</td>\n",
       "      <td>10.119048</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Time, days  Time, hrs  Casing Pressure, Psi  Oil Rate, q  Gas Rate, SCFD  \\\n",
       "0           1         24                  2680         69.0         90550.0   \n",
       "1           2         48                  2550        175.0        323650.0   \n",
       "2           3         72                  2510        125.0        216000.0   \n",
       "3           4         96                  2450        229.0        465800.0   \n",
       "4           5        120                  2350        252.0        657700.0   \n",
       "\n",
       "   Water Rate, B/D     Np  Oil Viscosity          GOR        WOR  \n",
       "0           1223.0   69.0       0.326013  1312.318841  17.724638  \n",
       "1           2597.0  244.0       0.335297  1849.428571  14.840000  \n",
       "2           3119.0  369.0       0.338274  1728.000000  24.952000  \n",
       "3           2982.0  598.0       0.342868  2034.061135  13.021834  \n",
       "4           2550.0  850.0       0.350893  2609.920635  10.119048  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataFrame.head() # Visualize first 5 rows of the dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Printing rows & columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rows: 171\n",
      "Columns: 10\n"
     ]
    }
   ],
   "source": [
    "print('Rows:',dataFrame.shape[0])\n",
    "print('Columns:',dataFrame.shape[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's Run the code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 0 and s.no: 1 has been completed. Casing Pressure is: 2680.0 Psi and calculated Pwf is: 7093.0 Psi.\n",
      "Iteration: 1 and s.no: 2 has been completed. Casing Pressure is: 2550.0 Psi and calculated Pwf is: 6970.0 Psi.\n",
      "Iteration: 2 and s.no: 3 has been completed. Casing Pressure is: 2510.0 Psi and calculated Pwf is: 7116.0 Psi.\n",
      "Iteration: 3 and s.no: 4 has been completed. Casing Pressure is: 2450.0 Psi and calculated Pwf is: 6581.0 Psi.\n",
      "Iteration: 4 and s.no: 5 has been completed. Casing Pressure is: 2350.0 Psi and calculated Pwf is: 6801.0 Psi.\n",
      "Iteration: 5 and s.no: 6 has been completed. Casing Pressure is: 2250.0 Psi and calculated Pwf is: 6415.0 Psi.\n",
      "Iteration: 6 and s.no: 7 has been completed. Casing Pressure is: 2225.0 Psi and calculated Pwf is: 6379.0 Psi.\n",
      "Iteration: 7 and s.no: 8 has been completed. Casing Pressure is: 2200.0 Psi and calculated Pwf is: 6117.0 Psi.\n",
      "Iteration: 8 and s.no: 9 has been completed. Casing Pressure is: 2150.0 Psi and calculated Pwf is: 6286.0 Psi.\n",
      "Iteration: 9 and s.no: 10 has been completed. Casing Pressure is: 2125.0 Psi and calculated Pwf is: 6347.0 Psi.\n",
      "Iteration: 10 and s.no: 11 has been completed. Casing Pressure is: 2075.0 Psi and calculated Pwf is: 6049.0 Psi.\n",
      "Iteration: 11 and s.no: 12 has been completed. Casing Pressure is: 2025.0 Psi and calculated Pwf is: 5907.0 Psi.\n",
      "Iteration: 12 and s.no: 13 has been completed. Casing Pressure is: 2000.0 Psi and calculated Pwf is: 5563.0 Psi.\n",
      "Iteration: 13 and s.no: 14 has been completed. Casing Pressure is: 1950.0 Psi and calculated Pwf is: 5502.0 Psi.\n",
      "Iteration: 14 and s.no: 15 has been completed. Casing Pressure is: 1925.0 Psi and calculated Pwf is: 5524.0 Psi.\n",
      "Iteration: 15 and s.no: 16 has been completed. Casing Pressure is: 1900.0 Psi and calculated Pwf is: 5429.0 Psi.\n",
      "Iteration: 16 and s.no: 17 has been completed. Casing Pressure is: 1850.0 Psi and calculated Pwf is: 5360.0 Psi.\n",
      "Iteration: 17 and s.no: 18 has been completed. Casing Pressure is: 1825.0 Psi and calculated Pwf is: 6097.0 Psi.\n",
      "Iteration: 18 and s.no: 19 has been completed. Casing Pressure is: 1800.0 Psi and calculated Pwf is: 6049.0 Psi.\n",
      "Iteration: 19 and s.no: 20 has been completed. Casing Pressure is: 1800.0 Psi and calculated Pwf is: 6036.0 Psi.\n",
      "Iteration: 20 and s.no: 21 has been completed. Casing Pressure is: 1750.0 Psi and calculated Pwf is: 5916.0 Psi.\n",
      "Iteration: 21 and s.no: 22 has been completed. Casing Pressure is: 1725.0 Psi and calculated Pwf is: 5902.0 Psi.\n",
      "Iteration: 22 and s.no: 23 has been completed. Casing Pressure is: 1700.0 Psi and calculated Pwf is: 5867.0 Psi.\n",
      "Iteration: 23 and s.no: 24 has been completed. Casing Pressure is: 1625.0 Psi and calculated Pwf is: 5630.0 Psi.\n",
      "Iteration: 24 and s.no: 25 has been completed. Casing Pressure is: 1500.0 Psi and calculated Pwf is: 5111.0 Psi.\n",
      "Iteration: 25 and s.no: 26 has been completed. Casing Pressure is: 1525.0 Psi and calculated Pwf is: 5765.0 Psi.\n",
      "Iteration: 26 and s.no: 27 has been completed. Casing Pressure is: 1525.0 Psi and calculated Pwf is: 5732.0 Psi.\n",
      "Iteration: 27 and s.no: 28 has been completed. Casing Pressure is: 1525.0 Psi and calculated Pwf is: 5804.0 Psi.\n",
      "Iteration: 28 and s.no: 29 has been completed. Casing Pressure is: 1500.0 Psi and calculated Pwf is: 5335.0 Psi.\n",
      "Iteration: 29 and s.no: 30 has been completed. Casing Pressure is: 1500.0 Psi and calculated Pwf is: 5745.0 Psi.\n",
      "Iteration: 30 and s.no: 31 has been completed. Casing Pressure is: 1475.0 Psi and calculated Pwf is: 5618.0 Psi.\n",
      "Iteration: 31 and s.no: 32 has been completed. Casing Pressure is: 1450.0 Psi and calculated Pwf is: 5608.0 Psi.\n",
      "Iteration: 32 and s.no: 33 has been completed. Casing Pressure is: 1425.0 Psi and calculated Pwf is: 5509.0 Psi.\n",
      "Iteration: 33 and s.no: 34 has been completed. Casing Pressure is: 1400.0 Psi and calculated Pwf is: 5349.0 Psi.\n",
      "Iteration: 34 and s.no: 35 has been completed. Casing Pressure is: 1400.0 Psi and calculated Pwf is: 5151.0 Psi.\n",
      "Iteration: 35 and s.no: 36 has been completed. Casing Pressure is: 1400.0 Psi and calculated Pwf is: 5186.0 Psi.\n",
      "Iteration: 36 and s.no: 37 has been completed. Casing Pressure is: 1375.0 Psi and calculated Pwf is: 5239.0 Psi.\n",
      "Iteration: 37 and s.no: 38 has been completed. Casing Pressure is: 1350.0 Psi and calculated Pwf is: 5161.0 Psi.\n",
      "Iteration: 38 and s.no: 39 has been completed. Casing Pressure is: 1350.0 Psi and calculated Pwf is: 5106.0 Psi.\n",
      "Iteration: 39 and s.no: 40 has been completed. Casing Pressure is: 1325.0 Psi and calculated Pwf is: 5135.0 Psi.\n",
      "Iteration: 40 and s.no: 41 has been completed. Casing Pressure is: 1300.0 Psi and calculated Pwf is: 5129.0 Psi.\n",
      "Iteration: 41 and s.no: 42 has been completed. Casing Pressure is: 1300.0 Psi and calculated Pwf is: 5102.0 Psi.\n",
      "Iteration: 42 and s.no: 43 has been completed. Casing Pressure is: 1275.0 Psi and calculated Pwf is: 5078.0 Psi.\n",
      "Iteration: 43 and s.no: 44 has been completed. Casing Pressure is: 1275.0 Psi and calculated Pwf is: 5097.0 Psi.\n",
      "Iteration: 44 and s.no: 45 has been completed. Casing Pressure is: 1250.0 Psi and calculated Pwf is: 5061.0 Psi.\n",
      "Iteration: 45 and s.no: 46 has been completed. Casing Pressure is: 1225.0 Psi and calculated Pwf is: 5058.0 Psi.\n",
      "Iteration: 46 and s.no: 47 has been completed. Casing Pressure is: 1225.0 Psi and calculated Pwf is: 5072.0 Psi.\n",
      "Iteration: 47 and s.no: 48 has been completed. Casing Pressure is: 1225.0 Psi and calculated Pwf is: 5021.0 Psi.\n",
      "Iteration: 48 and s.no: 49 has been completed. Casing Pressure is: 1225.0 Psi and calculated Pwf is: 5039.0 Psi.\n",
      "Iteration: 49 and s.no: 50 has been completed. Casing Pressure is: 1225.0 Psi and calculated Pwf is: 4903.0 Psi.\n",
      "Iteration: 50 and s.no: 51 has been completed. Casing Pressure is: 1300.0 Psi and calculated Pwf is: 4928.0 Psi.\n",
      "Iteration: 51 and s.no: 52 has been completed. Casing Pressure is: 1300.0 Psi and calculated Pwf is: 4826.0 Psi.\n",
      "Iteration: 52 and s.no: 53 has been completed. Casing Pressure is: 1300.0 Psi and calculated Pwf is: 5023.0 Psi.\n",
      "Iteration: 53 and s.no: 54 has been completed. Casing Pressure is: 1240.0 Psi and calculated Pwf is: 5520.0 Psi.\n",
      "Iteration: 54 and s.no: 55 has been completed. Casing Pressure is: 1240.0 Psi and calculated Pwf is: 5311.0 Psi.\n",
      "Iteration: 55 and s.no: 56 has been completed. Casing Pressure is: 1240.0 Psi and calculated Pwf is: 4829.0 Psi.\n",
      "Iteration: 56 and s.no: 57 has been completed. Casing Pressure is: 1190.0 Psi and calculated Pwf is: 4969.0 Psi.\n",
      "Iteration: 57 and s.no: 58 has been completed. Casing Pressure is: 1190.0 Psi and calculated Pwf is: 5319.0 Psi.\n",
      "Iteration: 58 and s.no: 59 has been completed. Casing Pressure is: 1190.0 Psi and calculated Pwf is: 4925.0 Psi.\n",
      "Iteration: 59 and s.no: 60 has been completed. Casing Pressure is: 1190.0 Psi and calculated Pwf is: 5032.0 Psi.\n",
      "Iteration: 60 and s.no: 61 has been completed. Casing Pressure is: 1190.0 Psi and calculated Pwf is: 4898.0 Psi.\n",
      "Iteration: 61 and s.no: 62 has been completed. Casing Pressure is: 1190.0 Psi and calculated Pwf is: 4774.0 Psi.\n",
      "Iteration: 62 and s.no: 63 has been completed. Casing Pressure is: 1190.0 Psi and calculated Pwf is: 5314.0 Psi.\n",
      "Iteration: 63 and s.no: 64 has been completed. Casing Pressure is: 1050.0 Psi and calculated Pwf is: 4810.0 Psi.\n",
      "Iteration: 64 and s.no: 65 has been completed. Casing Pressure is: 1050.0 Psi and calculated Pwf is: 4718.0 Psi.\n",
      "Iteration: 65 and s.no: 66 has been completed. Casing Pressure is: 1050.0 Psi and calculated Pwf is: 4904.0 Psi.\n",
      "Iteration: 66 and s.no: 67 has been completed. Casing Pressure is: 1050.0 Psi and calculated Pwf is: 4700.0 Psi.\n",
      "Iteration: 67 and s.no: 68 has been completed. Casing Pressure is: 1100.0 Psi and calculated Pwf is: 4693.0 Psi.\n",
      "Iteration: 68 and s.no: 69 has been completed. Casing Pressure is: 1100.0 Psi and calculated Pwf is: 5000.0 Psi.\n",
      "Iteration: 69 and s.no: 70 has been completed. Casing Pressure is: 1000.0 Psi and calculated Pwf is: 4744.0 Psi.\n",
      "Iteration: 70 and s.no: 71 has been completed. Casing Pressure is: 1000.0 Psi and calculated Pwf is: 5082.0 Psi.\n",
      "Iteration: 71 and s.no: 72 has been completed. Casing Pressure is: 1000.0 Psi and calculated Pwf is: 4738.0 Psi.\n",
      "Iteration: 72 and s.no: 73 has been completed. Casing Pressure is: 1000.0 Psi and calculated Pwf is: 4695.0 Psi.\n",
      "Iteration: 73 and s.no: 74 has been completed. Casing Pressure is: 1000.0 Psi and calculated Pwf is: 4604.0 Psi.\n",
      "Iteration: 74 and s.no: 75 has been completed. Casing Pressure is: 1000.0 Psi and calculated Pwf is: 4684.0 Psi.\n",
      "Iteration: 75 and s.no: 76 has been completed. Casing Pressure is: 1000.0 Psi and calculated Pwf is: 5272.0 Psi.\n",
      "Iteration: 76 and s.no: 77 has been completed. Casing Pressure is: 900.0 Psi and calculated Pwf is: 5154.0 Psi.\n",
      "Iteration: 77 and s.no: 78 has been completed. Casing Pressure is: 900.0 Psi and calculated Pwf is: 4640.0 Psi.\n",
      "Iteration: 78 and s.no: 79 has been completed. Casing Pressure is: 900.0 Psi and calculated Pwf is: 5035.0 Psi.\n",
      "Iteration: 79 and s.no: 80 has been completed. Casing Pressure is: 900.0 Psi and calculated Pwf is: 4443.0 Psi.\n",
      "Iteration: 80 and s.no: 81 has been completed. Casing Pressure is: 900.0 Psi and calculated Pwf is: 4488.0 Psi.\n",
      "Iteration: 81 and s.no: 82 has been completed. Casing Pressure is: 900.0 Psi and calculated Pwf is: 4947.0 Psi.\n",
      "Iteration: 82 and s.no: 83 has been completed. Casing Pressure is: 900.0 Psi and calculated Pwf is: 4636.0 Psi.\n",
      "Iteration: 83 and s.no: 84 has been completed. Casing Pressure is: 800.0 Psi and calculated Pwf is: 4454.0 Psi.\n",
      "Iteration: 84 and s.no: 85 has been completed. Casing Pressure is: 800.0 Psi and calculated Pwf is: 4534.0 Psi.\n",
      "Iteration: 85 and s.no: 86 has been completed. Casing Pressure is: 800.0 Psi and calculated Pwf is: 4132.0 Psi.\n",
      "Iteration: 86 and s.no: 87 has been completed. Casing Pressure is: 800.0 Psi and calculated Pwf is: 4952.0 Psi.\n",
      "Iteration: 87 and s.no: 88 has been completed. Casing Pressure is: 750.0 Psi and calculated Pwf is: 4284.0 Psi.\n",
      "Iteration: 88 and s.no: 89 has been completed. Casing Pressure is: 750.0 Psi and calculated Pwf is: 4389.0 Psi.\n",
      "Iteration: 89 and s.no: 90 has been completed. Casing Pressure is: 750.0 Psi and calculated Pwf is: 4764.0 Psi.\n",
      "Iteration: 90 and s.no: 91 has been completed. Casing Pressure is: 750.0 Psi and calculated Pwf is: 4972.0 Psi.\n",
      "Iteration: 91 and s.no: 92 has been completed. Casing Pressure is: 750.0 Psi and calculated Pwf is: 4789.0 Psi.\n",
      "Iteration: 92 and s.no: 93 has been completed. Casing Pressure is: 700.0 Psi and calculated Pwf is: 4218.0 Psi.\n",
      "Iteration: 93 and s.no: 94 has been completed. Casing Pressure is: 700.0 Psi and calculated Pwf is: 4173.0 Psi.\n",
      "Iteration: 94 and s.no: 95 has been completed. Casing Pressure is: 700.0 Psi and calculated Pwf is: 4181.0 Psi.\n",
      "Iteration: 95 and s.no: 96 has been completed. Casing Pressure is: 700.0 Psi and calculated Pwf is: 4472.0 Psi.\n",
      "Iteration: 96 and s.no: 97 has been completed. Casing Pressure is: 700.0 Psi and calculated Pwf is: 4684.0 Psi.\n",
      "Iteration: 97 and s.no: 98 has been completed. Casing Pressure is: 700.0 Psi and calculated Pwf is: 4310.0 Psi.\n",
      "Iteration: 98 and s.no: 99 has been completed. Casing Pressure is: 700.0 Psi and calculated Pwf is: 4447.0 Psi.\n",
      "Iteration: 99 and s.no: 100 has been completed. Casing Pressure is: 650.0 Psi and calculated Pwf is: 4565.0 Psi.\n",
      "Iteration: 100 and s.no: 101 has been completed. Casing Pressure is: 650.0 Psi and calculated Pwf is: 4508.0 Psi.\n",
      "Iteration: 101 and s.no: 102 has been completed. Casing Pressure is: 650.0 Psi and calculated Pwf is: 4381.0 Psi.\n",
      "Iteration: 102 and s.no: 103 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4149.0 Psi.\n",
      "Iteration: 103 and s.no: 104 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 3830.0 Psi.\n",
      "Iteration: 104 and s.no: 105 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4594.0 Psi.\n",
      "Iteration: 105 and s.no: 106 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4021.0 Psi.\n",
      "Iteration: 106 and s.no: 107 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4091.0 Psi.\n",
      "Iteration: 107 and s.no: 108 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4334.0 Psi.\n",
      "Iteration: 108 and s.no: 109 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 4155.0 Psi.\n",
      "Iteration: 109 and s.no: 110 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 3456.0 Psi.\n",
      "Iteration: 110 and s.no: 111 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 4304.0 Psi.\n",
      "Iteration: 111 and s.no: 112 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 3871.0 Psi.\n",
      "Iteration: 112 and s.no: 113 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 4307.0 Psi.\n",
      "Iteration: 113 and s.no: 114 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 3935.0 Psi.\n",
      "Iteration: 114 and s.no: 115 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 3526.0 Psi.\n",
      "Iteration: 115 and s.no: 116 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 3897.0 Psi.\n",
      "Iteration: 116 and s.no: 117 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4647.0 Psi.\n",
      "Iteration: 117 and s.no: 118 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4384.0 Psi.\n",
      "Iteration: 118 and s.no: 119 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4284.0 Psi.\n",
      "Iteration: 119 and s.no: 120 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4411.0 Psi.\n",
      "Iteration: 120 and s.no: 121 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4087.0 Psi.\n",
      "Iteration: 121 and s.no: 122 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4147.0 Psi.\n",
      "Iteration: 122 and s.no: 123 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4580.0 Psi.\n",
      "Iteration: 123 and s.no: 124 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4055.0 Psi.\n",
      "Iteration: 124 and s.no: 125 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 3976.0 Psi.\n",
      "Iteration: 125 and s.no: 126 has been completed. Casing Pressure is: 600.0 Psi and calculated Pwf is: 4496.0 Psi.\n",
      "Iteration: 126 and s.no: 127 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 3550.0 Psi.\n",
      "Iteration: 127 and s.no: 128 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 4290.0 Psi.\n",
      "Iteration: 128 and s.no: 129 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 4079.0 Psi.\n",
      "Iteration: 129 and s.no: 130 has been completed. Casing Pressure is: 550.0 Psi and calculated Pwf is: 3892.0 Psi.\n",
      "Iteration: 130 and s.no: 131 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 3926.0 Psi.\n",
      "Iteration: 131 and s.no: 132 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 3739.0 Psi.\n",
      "Iteration: 132 and s.no: 133 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 3744.0 Psi.\n",
      "Iteration: 133 and s.no: 134 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 3582.0 Psi.\n",
      "Iteration: 134 and s.no: 135 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 3846.0 Psi.\n",
      "Iteration: 135 and s.no: 136 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 4038.0 Psi.\n",
      "Iteration: 136 and s.no: 137 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 4103.0 Psi.\n",
      "Iteration: 137 and s.no: 138 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 4230.0 Psi.\n",
      "Iteration: 138 and s.no: 139 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 4032.0 Psi.\n",
      "Iteration: 139 and s.no: 140 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 4788.0 Psi.\n",
      "Iteration: 140 and s.no: 141 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 4880.0 Psi.\n",
      "Iteration: 141 and s.no: 142 has been completed. Casing Pressure is: 450.0 Psi and calculated Pwf is: 4140.0 Psi.\n",
      "Iteration: 142 and s.no: 143 has been completed. Casing Pressure is: 450.0 Psi and calculated Pwf is: 3315.0 Psi.\n",
      "Iteration: 143 and s.no: 144 has been completed. Casing Pressure is: 450.0 Psi and calculated Pwf is: 3723.0 Psi.\n",
      "Iteration: 144 and s.no: 145 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 3932.0 Psi.\n",
      "Iteration: 145 and s.no: 146 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 3139.0 Psi.\n",
      "Iteration: 146 and s.no: 147 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 4219.0 Psi.\n",
      "Iteration: 147 and s.no: 148 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 3503.0 Psi.\n",
      "Iteration: 148 and s.no: 149 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 3758.0 Psi.\n",
      "Iteration: 149 and s.no: 150 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 3670.0 Psi.\n",
      "Iteration: 150 and s.no: 151 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 2698.0 Psi.\n",
      "Iteration: 151 and s.no: 152 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 3663.0 Psi.\n",
      "Iteration: 152 and s.no: 153 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 3821.0 Psi.\n",
      "Iteration: 153 and s.no: 154 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 4122.0 Psi.\n",
      "Iteration: 154 and s.no: 155 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 3608.0 Psi.\n",
      "Iteration: 155 and s.no: 156 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 4092.0 Psi.\n",
      "Iteration: 156 and s.no: 157 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 4097.0 Psi.\n",
      "Iteration: 157 and s.no: 158 has been completed. Casing Pressure is: 400.0 Psi and calculated Pwf is: 3567.0 Psi.\n",
      "Iteration: 158 and s.no: 159 has been completed. Casing Pressure is: 380.0 Psi and calculated Pwf is: 3511.0 Psi.\n",
      "Iteration: 159 and s.no: 160 has been completed. Casing Pressure is: 350.0 Psi and calculated Pwf is: 3517.0 Psi.\n",
      "Iteration: 160 and s.no: 161 has been completed. Casing Pressure is: 350.0 Psi and calculated Pwf is: 4068.0 Psi.\n",
      "Iteration: 161 and s.no: 162 has been completed. Casing Pressure is: 350.0 Psi and calculated Pwf is: 4120.0 Psi.\n",
      "Iteration: 162 and s.no: 163 has been completed. Casing Pressure is: 380.0 Psi and calculated Pwf is: 4136.0 Psi.\n",
      "Iteration: 163 and s.no: 164 has been completed. Casing Pressure is: 380.0 Psi and calculated Pwf is: 3683.0 Psi.\n",
      "Iteration: 164 and s.no: 165 has been completed. Casing Pressure is: 380.0 Psi and calculated Pwf is: 3440.0 Psi.\n",
      "Iteration: 165 and s.no: 166 has been completed. Casing Pressure is: 380.0 Psi and calculated Pwf is: 4129.0 Psi.\n",
      "Iteration: 166 and s.no: 167 has been completed. Casing Pressure is: 500.0 Psi and calculated Pwf is: 3876.0 Psi.\n",
      "Iteration: 167 and s.no: 168 has been completed. Casing Pressure is: 540.0 Psi and calculated Pwf is: 3734.0 Psi.\n",
      "Iteration: 168 and s.no: 169 has been completed. Casing Pressure is: 580.0 Psi and calculated Pwf is: 4440.0 Psi.\n",
      "Iteration: 169 and s.no: 170 has been completed. Casing Pressure is: 410.0 Psi and calculated Pwf is: 4222.0 Psi.\n",
      "Iteration: 170 and s.no: 171 has been completed. Casing Pressure is: 410.0 Psi and calculated Pwf is: 3473.0 Psi.\n",
      "Congratulations!! 4-Phase BHFP Calculation Code has been run successfully.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-3-b5aa40a8cf92>:108: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_results['4 Phase BHFP, Psi'] = Pwf\n"
     ]
    }
   ],
   "source": [
    "Four_Phase_BHFP()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We will merge the result dataframe with the dataframe containing the PVT properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating function named vlookup which will merge two dataframes\n",
    "\n",
    "def vlookup():\n",
    "    df1 = pd.read_csv(r\"C:\\Users\\apoor\\Desktop\\4 Phase BHP\\Results_4_Phase_BHFP.csv\", header=0,)\n",
    "    df2 = pd.read_excel(r\"C:\\Users\\apoor\\Desktop\\4 Phase BHP\\PVT.xlsx\", \"PVT\", header=0)\n",
    "    df2 = df2.drop(['Area under the curve', '2p/(mu_o * z)','m(P)'], axis=1)\n",
    "    df2['4 Phase BHFP, Psi'] = df2['4 Phase BHFP, Psi'].round(0)\n",
    "    df = df1.merge(df2, on='4 Phase BHFP, Psi')\n",
    "    df['Gas Rate, SCFD'] = df['Gas Rate, SCFD'].round(0)\n",
    "    df['Oil Rate, q'] = df['Oil Rate, q'].round(0)\n",
    "    df['Water Rate, B/D'] = df['Water Rate, B/D'].round(0)\n",
    "    df.to_csv('Merge_Results.csv',index=None)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time, days</th>\n",
       "      <th>Casing Pressure, Psi</th>\n",
       "      <th>4 Phase BHFP, Psi</th>\n",
       "      <th>Oil Rate, q</th>\n",
       "      <th>Gas Rate, SCFD</th>\n",
       "      <th>Water Rate, B/D</th>\n",
       "      <th>Rs</th>\n",
       "      <th>Bo</th>\n",
       "      <th>mu_o</th>\n",
       "      <th>Bg</th>\n",
       "      <th>mu_g</th>\n",
       "      <th>Bw</th>\n",
       "      <th>mu_w</th>\n",
       "      <th>Z Factor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2680</td>\n",
       "      <td>7093.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>90550.0</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.597283</td>\n",
       "      <td>0.198070</td>\n",
       "      <td>0.002908</td>\n",
       "      <td>0.044878</td>\n",
       "      <td>0.957199</td>\n",
       "      <td>0.618152</td>\n",
       "      <td>1.170450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2550</td>\n",
       "      <td>6970.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>323650.0</td>\n",
       "      <td>2597.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.602783</td>\n",
       "      <td>0.195872</td>\n",
       "      <td>0.002927</td>\n",
       "      <td>0.044385</td>\n",
       "      <td>0.957706</td>\n",
       "      <td>0.613731</td>\n",
       "      <td>1.157708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2510</td>\n",
       "      <td>7116.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>216000.0</td>\n",
       "      <td>3119.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.596277</td>\n",
       "      <td>0.198483</td>\n",
       "      <td>0.002905</td>\n",
       "      <td>0.044970</td>\n",
       "      <td>0.957103</td>\n",
       "      <td>0.618983</td>\n",
       "      <td>1.172832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2450</td>\n",
       "      <td>6581.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>465800.0</td>\n",
       "      <td>2982.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.621666</td>\n",
       "      <td>0.189017</td>\n",
       "      <td>0.002992</td>\n",
       "      <td>0.042796</td>\n",
       "      <td>0.959266</td>\n",
       "      <td>0.599977</td>\n",
       "      <td>1.117254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2350</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>657700.0</td>\n",
       "      <td>2550.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.610683</td>\n",
       "      <td>0.192880</td>\n",
       "      <td>0.002955</td>\n",
       "      <td>0.043702</td>\n",
       "      <td>0.958391</td>\n",
       "      <td>0.607721</td>\n",
       "      <td>1.140188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>2250</td>\n",
       "      <td>6415.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>795800.0</td>\n",
       "      <td>2652.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.630445</td>\n",
       "      <td>0.186157</td>\n",
       "      <td>0.003022</td>\n",
       "      <td>0.042107</td>\n",
       "      <td>0.959907</td>\n",
       "      <td>0.594245</td>\n",
       "      <td>1.100012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>2225</td>\n",
       "      <td>6379.0</td>\n",
       "      <td>407.0</td>\n",
       "      <td>845500.0</td>\n",
       "      <td>2819.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.632413</td>\n",
       "      <td>0.185542</td>\n",
       "      <td>0.003029</td>\n",
       "      <td>0.041957</td>\n",
       "      <td>0.960045</td>\n",
       "      <td>0.593012</td>\n",
       "      <td>1.096270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>2200</td>\n",
       "      <td>6117.0</td>\n",
       "      <td>756.0</td>\n",
       "      <td>855000.0</td>\n",
       "      <td>2713.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.647542</td>\n",
       "      <td>0.181106</td>\n",
       "      <td>0.003080</td>\n",
       "      <td>0.040847</td>\n",
       "      <td>0.961028</td>\n",
       "      <td>0.584105</td>\n",
       "      <td>1.068916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>2150</td>\n",
       "      <td>6286.0</td>\n",
       "      <td>653.0</td>\n",
       "      <td>879800.0</td>\n",
       "      <td>2713.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.637608</td>\n",
       "      <td>0.183961</td>\n",
       "      <td>0.003046</td>\n",
       "      <td>0.041567</td>\n",
       "      <td>0.960396</td>\n",
       "      <td>0.589841</td>\n",
       "      <td>1.086602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>2125</td>\n",
       "      <td>6347.0</td>\n",
       "      <td>686.0</td>\n",
       "      <td>889300.0</td>\n",
       "      <td>2641.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.634182</td>\n",
       "      <td>0.184996</td>\n",
       "      <td>0.003035</td>\n",
       "      <td>0.041823</td>\n",
       "      <td>0.960166</td>\n",
       "      <td>0.591918</td>\n",
       "      <td>1.092944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>2075</td>\n",
       "      <td>6049.0</td>\n",
       "      <td>701.0</td>\n",
       "      <td>926200.0</td>\n",
       "      <td>2990.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.651682</td>\n",
       "      <td>0.179976</td>\n",
       "      <td>0.003094</td>\n",
       "      <td>0.040557</td>\n",
       "      <td>0.961277</td>\n",
       "      <td>0.581833</td>\n",
       "      <td>1.061837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>19</td>\n",
       "      <td>1800</td>\n",
       "      <td>6049.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>1016600.0</td>\n",
       "      <td>2933.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.651682</td>\n",
       "      <td>0.179976</td>\n",
       "      <td>0.003094</td>\n",
       "      <td>0.040557</td>\n",
       "      <td>0.961277</td>\n",
       "      <td>0.581833</td>\n",
       "      <td>1.061837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>2025</td>\n",
       "      <td>5907.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>987100.0</td>\n",
       "      <td>3111.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.660657</td>\n",
       "      <td>0.177642</td>\n",
       "      <td>0.003124</td>\n",
       "      <td>0.039948</td>\n",
       "      <td>0.961789</td>\n",
       "      <td>0.577126</td>\n",
       "      <td>1.047045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>2000</td>\n",
       "      <td>5563.0</td>\n",
       "      <td>747.0</td>\n",
       "      <td>998900.0</td>\n",
       "      <td>2831.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.684514</td>\n",
       "      <td>0.172120</td>\n",
       "      <td>0.003203</td>\n",
       "      <td>0.038444</td>\n",
       "      <td>0.962992</td>\n",
       "      <td>0.565914</td>\n",
       "      <td>1.011062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>1950</td>\n",
       "      <td>5502.0</td>\n",
       "      <td>705.0</td>\n",
       "      <td>999600.0</td>\n",
       "      <td>2881.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.689067</td>\n",
       "      <td>0.171167</td>\n",
       "      <td>0.003218</td>\n",
       "      <td>0.038174</td>\n",
       "      <td>0.963199</td>\n",
       "      <td>0.563964</td>\n",
       "      <td>1.004693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>1925</td>\n",
       "      <td>5524.0</td>\n",
       "      <td>744.0</td>\n",
       "      <td>1001000.0</td>\n",
       "      <td>2794.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.687412</td>\n",
       "      <td>0.171510</td>\n",
       "      <td>0.003213</td>\n",
       "      <td>0.038272</td>\n",
       "      <td>0.963124</td>\n",
       "      <td>0.564666</td>\n",
       "      <td>1.006990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>1900</td>\n",
       "      <td>5429.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>1008800.0</td>\n",
       "      <td>2868.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.694660</td>\n",
       "      <td>0.170037</td>\n",
       "      <td>0.003237</td>\n",
       "      <td>0.037851</td>\n",
       "      <td>0.963443</td>\n",
       "      <td>0.561644</td>\n",
       "      <td>0.997070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>1850</td>\n",
       "      <td>5360.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>1013400.0</td>\n",
       "      <td>2911.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.700098</td>\n",
       "      <td>0.168978</td>\n",
       "      <td>0.003255</td>\n",
       "      <td>0.037543</td>\n",
       "      <td>0.963672</td>\n",
       "      <td>0.559464</td>\n",
       "      <td>0.989863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>1825</td>\n",
       "      <td>6097.0</td>\n",
       "      <td>787.0</td>\n",
       "      <td>1014200.0</td>\n",
       "      <td>2930.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.648749</td>\n",
       "      <td>0.180773</td>\n",
       "      <td>0.003084</td>\n",
       "      <td>0.040762</td>\n",
       "      <td>0.961102</td>\n",
       "      <td>0.583436</td>\n",
       "      <td>1.066834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>1800</td>\n",
       "      <td>6036.0</td>\n",
       "      <td>822.0</td>\n",
       "      <td>1021800.0</td>\n",
       "      <td>2954.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.652485</td>\n",
       "      <td>0.179761</td>\n",
       "      <td>0.003097</td>\n",
       "      <td>0.040502</td>\n",
       "      <td>0.961324</td>\n",
       "      <td>0.581400</td>\n",
       "      <td>1.060483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>1750</td>\n",
       "      <td>5916.0</td>\n",
       "      <td>853.0</td>\n",
       "      <td>1017700.0</td>\n",
       "      <td>2969.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.660074</td>\n",
       "      <td>0.177789</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.039987</td>\n",
       "      <td>0.961757</td>\n",
       "      <td>0.577423</td>\n",
       "      <td>1.047983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1725</td>\n",
       "      <td>5902.0</td>\n",
       "      <td>806.0</td>\n",
       "      <td>1019200.0</td>\n",
       "      <td>3008.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.660981</td>\n",
       "      <td>0.177560</td>\n",
       "      <td>0.003125</td>\n",
       "      <td>0.039926</td>\n",
       "      <td>0.961807</td>\n",
       "      <td>0.576961</td>\n",
       "      <td>1.046524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>1700</td>\n",
       "      <td>5867.0</td>\n",
       "      <td>815.0</td>\n",
       "      <td>1017100.0</td>\n",
       "      <td>2997.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.663269</td>\n",
       "      <td>0.176991</td>\n",
       "      <td>0.003133</td>\n",
       "      <td>0.039775</td>\n",
       "      <td>0.961932</td>\n",
       "      <td>0.575810</td>\n",
       "      <td>1.042877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1625</td>\n",
       "      <td>5630.0</td>\n",
       "      <td>881.0</td>\n",
       "      <td>1038900.0</td>\n",
       "      <td>3171.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.679635</td>\n",
       "      <td>0.173175</td>\n",
       "      <td>0.003187</td>\n",
       "      <td>0.038739</td>\n",
       "      <td>0.962763</td>\n",
       "      <td>0.568066</td>\n",
       "      <td>1.018055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>1500</td>\n",
       "      <td>5111.0</td>\n",
       "      <td>1102.0</td>\n",
       "      <td>1004500.0</td>\n",
       "      <td>3252.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.721043</td>\n",
       "      <td>0.165243</td>\n",
       "      <td>0.003323</td>\n",
       "      <td>0.036421</td>\n",
       "      <td>0.964479</td>\n",
       "      <td>0.551702</td>\n",
       "      <td>0.963858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>1525</td>\n",
       "      <td>5765.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>979000.0</td>\n",
       "      <td>3196.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.670106</td>\n",
       "      <td>0.175343</td>\n",
       "      <td>0.003156</td>\n",
       "      <td>0.039333</td>\n",
       "      <td>0.962291</td>\n",
       "      <td>0.572473</td>\n",
       "      <td>1.032243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>1525</td>\n",
       "      <td>5732.0</td>\n",
       "      <td>1103.0</td>\n",
       "      <td>959100.0</td>\n",
       "      <td>3150.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.672373</td>\n",
       "      <td>0.174814</td>\n",
       "      <td>0.003163</td>\n",
       "      <td>0.039189</td>\n",
       "      <td>0.962407</td>\n",
       "      <td>0.571399</td>\n",
       "      <td>1.028801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>1525</td>\n",
       "      <td>5804.0</td>\n",
       "      <td>890.0</td>\n",
       "      <td>959200.0</td>\n",
       "      <td>3288.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.667461</td>\n",
       "      <td>0.175971</td>\n",
       "      <td>0.003147</td>\n",
       "      <td>0.039502</td>\n",
       "      <td>0.962154</td>\n",
       "      <td>0.573745</td>\n",
       "      <td>1.036309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>1500</td>\n",
       "      <td>5335.0</td>\n",
       "      <td>775.0</td>\n",
       "      <td>993400.0</td>\n",
       "      <td>3263.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.702106</td>\n",
       "      <td>0.168597</td>\n",
       "      <td>0.003261</td>\n",
       "      <td>0.037431</td>\n",
       "      <td>0.963755</td>\n",
       "      <td>0.558677</td>\n",
       "      <td>0.987252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>1500</td>\n",
       "      <td>5745.0</td>\n",
       "      <td>779.0</td>\n",
       "      <td>1113600.0</td>\n",
       "      <td>3285.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.671477</td>\n",
       "      <td>0.175022</td>\n",
       "      <td>0.003160</td>\n",
       "      <td>0.039246</td>\n",
       "      <td>0.962361</td>\n",
       "      <td>0.571822</td>\n",
       "      <td>1.030157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>1475</td>\n",
       "      <td>5618.0</td>\n",
       "      <td>838.0</td>\n",
       "      <td>1101000.0</td>\n",
       "      <td>3281.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.680500</td>\n",
       "      <td>0.172986</td>\n",
       "      <td>0.003190</td>\n",
       "      <td>0.038686</td>\n",
       "      <td>0.962804</td>\n",
       "      <td>0.567680</td>\n",
       "      <td>1.016803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>1450</td>\n",
       "      <td>5608.0</td>\n",
       "      <td>869.0</td>\n",
       "      <td>1097000.0</td>\n",
       "      <td>3215.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.681223</td>\n",
       "      <td>0.172828</td>\n",
       "      <td>0.003193</td>\n",
       "      <td>0.038642</td>\n",
       "      <td>0.962838</td>\n",
       "      <td>0.567358</td>\n",
       "      <td>1.015759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>1425</td>\n",
       "      <td>5509.0</td>\n",
       "      <td>836.0</td>\n",
       "      <td>1075000.0</td>\n",
       "      <td>3239.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.688539</td>\n",
       "      <td>0.171276</td>\n",
       "      <td>0.003217</td>\n",
       "      <td>0.038205</td>\n",
       "      <td>0.963175</td>\n",
       "      <td>0.564187</td>\n",
       "      <td>1.005424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>1400</td>\n",
       "      <td>5349.0</td>\n",
       "      <td>817.0</td>\n",
       "      <td>1002000.0</td>\n",
       "      <td>3114.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.700979</td>\n",
       "      <td>0.168810</td>\n",
       "      <td>0.003258</td>\n",
       "      <td>0.037494</td>\n",
       "      <td>0.963709</td>\n",
       "      <td>0.559118</td>\n",
       "      <td>0.988714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>1400</td>\n",
       "      <td>5151.0</td>\n",
       "      <td>826.0</td>\n",
       "      <td>929300.0</td>\n",
       "      <td>3023.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.717531</td>\n",
       "      <td>0.165834</td>\n",
       "      <td>0.003312</td>\n",
       "      <td>0.036602</td>\n",
       "      <td>0.964352</td>\n",
       "      <td>0.552938</td>\n",
       "      <td>0.968034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>1400</td>\n",
       "      <td>5186.0</td>\n",
       "      <td>802.0</td>\n",
       "      <td>924500.0</td>\n",
       "      <td>2989.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.714506</td>\n",
       "      <td>0.166354</td>\n",
       "      <td>0.003302</td>\n",
       "      <td>0.036761</td>\n",
       "      <td>0.964239</td>\n",
       "      <td>0.554023</td>\n",
       "      <td>0.971689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>1375</td>\n",
       "      <td>5239.0</td>\n",
       "      <td>688.0</td>\n",
       "      <td>918900.0</td>\n",
       "      <td>2995.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.710008</td>\n",
       "      <td>0.167146</td>\n",
       "      <td>0.003287</td>\n",
       "      <td>0.037000</td>\n",
       "      <td>0.964068</td>\n",
       "      <td>0.555672</td>\n",
       "      <td>0.977224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>1350</td>\n",
       "      <td>5161.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>907000.0</td>\n",
       "      <td>3036.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.716662</td>\n",
       "      <td>0.165982</td>\n",
       "      <td>0.003309</td>\n",
       "      <td>0.036648</td>\n",
       "      <td>0.964320</td>\n",
       "      <td>0.553248</td>\n",
       "      <td>0.969078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>1350</td>\n",
       "      <td>5106.0</td>\n",
       "      <td>781.0</td>\n",
       "      <td>903000.0</td>\n",
       "      <td>2945.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.721575</td>\n",
       "      <td>0.165154</td>\n",
       "      <td>0.003325</td>\n",
       "      <td>0.036393</td>\n",
       "      <td>0.964498</td>\n",
       "      <td>0.551517</td>\n",
       "      <td>0.963232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>1325</td>\n",
       "      <td>5135.0</td>\n",
       "      <td>769.0</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>2871.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.718928</td>\n",
       "      <td>0.165597</td>\n",
       "      <td>0.003317</td>\n",
       "      <td>0.036530</td>\n",
       "      <td>0.964403</td>\n",
       "      <td>0.552443</td>\n",
       "      <td>0.966364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>1300</td>\n",
       "      <td>5129.0</td>\n",
       "      <td>763.0</td>\n",
       "      <td>890500.0</td>\n",
       "      <td>2827.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.719455</td>\n",
       "      <td>0.165508</td>\n",
       "      <td>0.003318</td>\n",
       "      <td>0.036502</td>\n",
       "      <td>0.964422</td>\n",
       "      <td>0.552258</td>\n",
       "      <td>0.965737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>1300</td>\n",
       "      <td>5102.0</td>\n",
       "      <td>757.0</td>\n",
       "      <td>882800.0</td>\n",
       "      <td>2829.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.721930</td>\n",
       "      <td>0.165095</td>\n",
       "      <td>0.003326</td>\n",
       "      <td>0.036375</td>\n",
       "      <td>0.964511</td>\n",
       "      <td>0.551394</td>\n",
       "      <td>0.962815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>1275</td>\n",
       "      <td>5078.0</td>\n",
       "      <td>762.0</td>\n",
       "      <td>874900.0</td>\n",
       "      <td>2786.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.724075</td>\n",
       "      <td>0.164743</td>\n",
       "      <td>0.003333</td>\n",
       "      <td>0.036266</td>\n",
       "      <td>0.964587</td>\n",
       "      <td>0.550655</td>\n",
       "      <td>0.960310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>1275</td>\n",
       "      <td>5097.0</td>\n",
       "      <td>755.0</td>\n",
       "      <td>868800.0</td>\n",
       "      <td>2750.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.722375</td>\n",
       "      <td>0.165022</td>\n",
       "      <td>0.003328</td>\n",
       "      <td>0.036352</td>\n",
       "      <td>0.964527</td>\n",
       "      <td>0.551240</td>\n",
       "      <td>0.962293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>1250</td>\n",
       "      <td>5061.0</td>\n",
       "      <td>756.0</td>\n",
       "      <td>863000.0</td>\n",
       "      <td>2731.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.725608</td>\n",
       "      <td>0.164494</td>\n",
       "      <td>0.003338</td>\n",
       "      <td>0.036188</td>\n",
       "      <td>0.964641</td>\n",
       "      <td>0.550133</td>\n",
       "      <td>0.958537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>1225</td>\n",
       "      <td>5058.0</td>\n",
       "      <td>747.0</td>\n",
       "      <td>861000.0</td>\n",
       "      <td>2706.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.725879</td>\n",
       "      <td>0.164451</td>\n",
       "      <td>0.003339</td>\n",
       "      <td>0.036174</td>\n",
       "      <td>0.964650</td>\n",
       "      <td>0.550041</td>\n",
       "      <td>0.958224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>1225</td>\n",
       "      <td>5072.0</td>\n",
       "      <td>733.0</td>\n",
       "      <td>856000.0</td>\n",
       "      <td>2687.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.724615</td>\n",
       "      <td>0.164655</td>\n",
       "      <td>0.003335</td>\n",
       "      <td>0.036238</td>\n",
       "      <td>0.964606</td>\n",
       "      <td>0.550471</td>\n",
       "      <td>0.959684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>1225</td>\n",
       "      <td>5021.0</td>\n",
       "      <td>776.0</td>\n",
       "      <td>879600.0</td>\n",
       "      <td>2790.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.729258</td>\n",
       "      <td>0.163912</td>\n",
       "      <td>0.003350</td>\n",
       "      <td>0.036005</td>\n",
       "      <td>0.964767</td>\n",
       "      <td>0.548907</td>\n",
       "      <td>0.954365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>1225</td>\n",
       "      <td>5039.0</td>\n",
       "      <td>761.0</td>\n",
       "      <td>876900.0</td>\n",
       "      <td>2775.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.727608</td>\n",
       "      <td>0.164174</td>\n",
       "      <td>0.003345</td>\n",
       "      <td>0.036088</td>\n",
       "      <td>0.964710</td>\n",
       "      <td>0.549458</td>\n",
       "      <td>0.956242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>1225</td>\n",
       "      <td>4903.0</td>\n",
       "      <td>762.0</td>\n",
       "      <td>845200.0</td>\n",
       "      <td>2781.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.740405</td>\n",
       "      <td>0.162215</td>\n",
       "      <td>0.003387</td>\n",
       "      <td>0.035461</td>\n",
       "      <td>0.965133</td>\n",
       "      <td>0.545314</td>\n",
       "      <td>0.942076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>1300</td>\n",
       "      <td>4928.0</td>\n",
       "      <td>762.0</td>\n",
       "      <td>830000.0</td>\n",
       "      <td>2781.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.737995</td>\n",
       "      <td>0.162572</td>\n",
       "      <td>0.003379</td>\n",
       "      <td>0.035577</td>\n",
       "      <td>0.965056</td>\n",
       "      <td>0.546072</td>\n",
       "      <td>0.944677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>1300</td>\n",
       "      <td>4826.0</td>\n",
       "      <td>619.0</td>\n",
       "      <td>823000.0</td>\n",
       "      <td>2267.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.747997</td>\n",
       "      <td>0.161126</td>\n",
       "      <td>0.003411</td>\n",
       "      <td>0.035103</td>\n",
       "      <td>0.965368</td>\n",
       "      <td>0.542990</td>\n",
       "      <td>0.934077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>53</td>\n",
       "      <td>1300</td>\n",
       "      <td>5023.0</td>\n",
       "      <td>626.0</td>\n",
       "      <td>870000.0</td>\n",
       "      <td>2251.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.729074</td>\n",
       "      <td>0.163941</td>\n",
       "      <td>0.003350</td>\n",
       "      <td>0.036014</td>\n",
       "      <td>0.964760</td>\n",
       "      <td>0.548968</td>\n",
       "      <td>0.954574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>54</td>\n",
       "      <td>1240</td>\n",
       "      <td>5520.0</td>\n",
       "      <td>1038.0</td>\n",
       "      <td>944000.0</td>\n",
       "      <td>3725.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.687712</td>\n",
       "      <td>0.171448</td>\n",
       "      <td>0.003214</td>\n",
       "      <td>0.038254</td>\n",
       "      <td>0.963138</td>\n",
       "      <td>0.564538</td>\n",
       "      <td>1.006573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>1240</td>\n",
       "      <td>5311.0</td>\n",
       "      <td>762.0</td>\n",
       "      <td>933000.0</td>\n",
       "      <td>2751.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.704053</td>\n",
       "      <td>0.168233</td>\n",
       "      <td>0.003268</td>\n",
       "      <td>0.037324</td>\n",
       "      <td>0.963834</td>\n",
       "      <td>0.557924</td>\n",
       "      <td>0.984745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>56</td>\n",
       "      <td>1240</td>\n",
       "      <td>4829.0</td>\n",
       "      <td>1036.0</td>\n",
       "      <td>907000.0</td>\n",
       "      <td>2872.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.747697</td>\n",
       "      <td>0.161168</td>\n",
       "      <td>0.003410</td>\n",
       "      <td>0.035117</td>\n",
       "      <td>0.965359</td>\n",
       "      <td>0.543080</td>\n",
       "      <td>0.934388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>57</td>\n",
       "      <td>1190</td>\n",
       "      <td>4969.0</td>\n",
       "      <td>941.0</td>\n",
       "      <td>842000.0</td>\n",
       "      <td>2481.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.734100</td>\n",
       "      <td>0.163160</td>\n",
       "      <td>0.003366</td>\n",
       "      <td>0.035766</td>\n",
       "      <td>0.964929</td>\n",
       "      <td>0.547319</td>\n",
       "      <td>0.948946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>58</td>\n",
       "      <td>1190</td>\n",
       "      <td>5319.0</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>833000.0</td>\n",
       "      <td>2693.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.703402</td>\n",
       "      <td>0.168354</td>\n",
       "      <td>0.003266</td>\n",
       "      <td>0.037360</td>\n",
       "      <td>0.963807</td>\n",
       "      <td>0.558175</td>\n",
       "      <td>0.985580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>59</td>\n",
       "      <td>1190</td>\n",
       "      <td>4925.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>873000.0</td>\n",
       "      <td>2098.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.738283</td>\n",
       "      <td>0.162529</td>\n",
       "      <td>0.003380</td>\n",
       "      <td>0.035563</td>\n",
       "      <td>0.965065</td>\n",
       "      <td>0.545981</td>\n",
       "      <td>0.944365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>60</td>\n",
       "      <td>1190</td>\n",
       "      <td>5032.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>870000.0</td>\n",
       "      <td>3310.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.728248</td>\n",
       "      <td>0.164072</td>\n",
       "      <td>0.003347</td>\n",
       "      <td>0.036055</td>\n",
       "      <td>0.964732</td>\n",
       "      <td>0.549243</td>\n",
       "      <td>0.955512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>61</td>\n",
       "      <td>1190</td>\n",
       "      <td>4898.0</td>\n",
       "      <td>745.0</td>\n",
       "      <td>861000.0</td>\n",
       "      <td>2827.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.740890</td>\n",
       "      <td>0.162144</td>\n",
       "      <td>0.003388</td>\n",
       "      <td>0.035438</td>\n",
       "      <td>0.965148</td>\n",
       "      <td>0.545163</td>\n",
       "      <td>0.941556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62</td>\n",
       "      <td>1190</td>\n",
       "      <td>4774.0</td>\n",
       "      <td>743.0</td>\n",
       "      <td>853000.0</td>\n",
       "      <td>2927.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.753275</td>\n",
       "      <td>0.160399</td>\n",
       "      <td>0.003428</td>\n",
       "      <td>0.034860</td>\n",
       "      <td>0.965526</td>\n",
       "      <td>0.541429</td>\n",
       "      <td>0.928687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>63</td>\n",
       "      <td>1190</td>\n",
       "      <td>5314.0</td>\n",
       "      <td>788.0</td>\n",
       "      <td>849000.0</td>\n",
       "      <td>3003.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.703808</td>\n",
       "      <td>0.168278</td>\n",
       "      <td>0.003267</td>\n",
       "      <td>0.037337</td>\n",
       "      <td>0.963824</td>\n",
       "      <td>0.558018</td>\n",
       "      <td>0.985058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>64</td>\n",
       "      <td>1050</td>\n",
       "      <td>4810.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>844000.0</td>\n",
       "      <td>2710.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.749608</td>\n",
       "      <td>0.160901</td>\n",
       "      <td>0.003417</td>\n",
       "      <td>0.035028</td>\n",
       "      <td>0.965417</td>\n",
       "      <td>0.542509</td>\n",
       "      <td>0.932417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>65</td>\n",
       "      <td>1050</td>\n",
       "      <td>4718.0</td>\n",
       "      <td>732.0</td>\n",
       "      <td>839000.0</td>\n",
       "      <td>2760.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.759101</td>\n",
       "      <td>0.159623</td>\n",
       "      <td>0.003447</td>\n",
       "      <td>0.034596</td>\n",
       "      <td>0.965694</td>\n",
       "      <td>0.539757</td>\n",
       "      <td>0.922896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>66</td>\n",
       "      <td>1050</td>\n",
       "      <td>4904.0</td>\n",
       "      <td>672.0</td>\n",
       "      <td>830000.0</td>\n",
       "      <td>2603.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.740308</td>\n",
       "      <td>0.162229</td>\n",
       "      <td>0.003386</td>\n",
       "      <td>0.035466</td>\n",
       "      <td>0.965130</td>\n",
       "      <td>0.545345</td>\n",
       "      <td>0.942180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>67</td>\n",
       "      <td>1050</td>\n",
       "      <td>4700.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>827000.0</td>\n",
       "      <td>2743.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.761006</td>\n",
       "      <td>0.159376</td>\n",
       "      <td>0.003454</td>\n",
       "      <td>0.034511</td>\n",
       "      <td>0.965747</td>\n",
       "      <td>0.539221</td>\n",
       "      <td>0.921038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>68</td>\n",
       "      <td>1100</td>\n",
       "      <td>4693.0</td>\n",
       "      <td>603.0</td>\n",
       "      <td>819000.0</td>\n",
       "      <td>2173.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.761751</td>\n",
       "      <td>0.159280</td>\n",
       "      <td>0.003456</td>\n",
       "      <td>0.034478</td>\n",
       "      <td>0.965768</td>\n",
       "      <td>0.539013</td>\n",
       "      <td>0.920316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>69</td>\n",
       "      <td>1100</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>767.0</td>\n",
       "      <td>813000.0</td>\n",
       "      <td>3068.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.731200</td>\n",
       "      <td>0.163607</td>\n",
       "      <td>0.003357</td>\n",
       "      <td>0.035909</td>\n",
       "      <td>0.964832</td>\n",
       "      <td>0.548265</td>\n",
       "      <td>0.952176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>70</td>\n",
       "      <td>1000</td>\n",
       "      <td>4744.0</td>\n",
       "      <td>683.0</td>\n",
       "      <td>813700.0</td>\n",
       "      <td>2618.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.756378</td>\n",
       "      <td>0.159982</td>\n",
       "      <td>0.003439</td>\n",
       "      <td>0.034719</td>\n",
       "      <td>0.965616</td>\n",
       "      <td>0.540532</td>\n",
       "      <td>0.925583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>71</td>\n",
       "      <td>1000</td>\n",
       "      <td>5082.0</td>\n",
       "      <td>738.0</td>\n",
       "      <td>798900.0</td>\n",
       "      <td>2832.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.723716</td>\n",
       "      <td>0.164802</td>\n",
       "      <td>0.003332</td>\n",
       "      <td>0.036284</td>\n",
       "      <td>0.964574</td>\n",
       "      <td>0.550778</td>\n",
       "      <td>0.960728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>72</td>\n",
       "      <td>1000</td>\n",
       "      <td>4738.0</td>\n",
       "      <td>664.0</td>\n",
       "      <td>792500.0</td>\n",
       "      <td>2555.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.757003</td>\n",
       "      <td>0.159899</td>\n",
       "      <td>0.003441</td>\n",
       "      <td>0.034690</td>\n",
       "      <td>0.965634</td>\n",
       "      <td>0.540353</td>\n",
       "      <td>0.924962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>73</td>\n",
       "      <td>1000</td>\n",
       "      <td>4695.0</td>\n",
       "      <td>670.0</td>\n",
       "      <td>791000.0</td>\n",
       "      <td>2584.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.761538</td>\n",
       "      <td>0.159307</td>\n",
       "      <td>0.003455</td>\n",
       "      <td>0.034487</td>\n",
       "      <td>0.965762</td>\n",
       "      <td>0.539072</td>\n",
       "      <td>0.920522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>74</td>\n",
       "      <td>1000</td>\n",
       "      <td>4604.0</td>\n",
       "      <td>688.0</td>\n",
       "      <td>787000.0</td>\n",
       "      <td>2637.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.771438</td>\n",
       "      <td>0.158069</td>\n",
       "      <td>0.003488</td>\n",
       "      <td>0.034054</td>\n",
       "      <td>0.966031</td>\n",
       "      <td>0.536377</td>\n",
       "      <td>0.911162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>75</td>\n",
       "      <td>1000</td>\n",
       "      <td>4684.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>813000.0</td>\n",
       "      <td>2646.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.762712</td>\n",
       "      <td>0.159156</td>\n",
       "      <td>0.003459</td>\n",
       "      <td>0.034435</td>\n",
       "      <td>0.965795</td>\n",
       "      <td>0.538745</td>\n",
       "      <td>0.919388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>102</td>\n",
       "      <td>700</td>\n",
       "      <td>4684.0</td>\n",
       "      <td>502.0</td>\n",
       "      <td>812000.0</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.762712</td>\n",
       "      <td>0.159156</td>\n",
       "      <td>0.003459</td>\n",
       "      <td>0.034435</td>\n",
       "      <td>0.965795</td>\n",
       "      <td>0.538745</td>\n",
       "      <td>0.919388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>76</td>\n",
       "      <td>1000</td>\n",
       "      <td>5272.0</td>\n",
       "      <td>871.0</td>\n",
       "      <td>201000.0</td>\n",
       "      <td>2788.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.707257</td>\n",
       "      <td>0.167643</td>\n",
       "      <td>0.003278</td>\n",
       "      <td>0.037149</td>\n",
       "      <td>0.963961</td>\n",
       "      <td>0.556702</td>\n",
       "      <td>0.980671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>82</td>\n",
       "      <td>900</td>\n",
       "      <td>5154.0</td>\n",
       "      <td>488.0</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>2750.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.717270</td>\n",
       "      <td>0.165878</td>\n",
       "      <td>0.003311</td>\n",
       "      <td>0.036616</td>\n",
       "      <td>0.964342</td>\n",
       "      <td>0.553031</td>\n",
       "      <td>0.968347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>83</td>\n",
       "      <td>900</td>\n",
       "      <td>4640.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>805000.0</td>\n",
       "      <td>2677.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.767471</td>\n",
       "      <td>0.158556</td>\n",
       "      <td>0.003475</td>\n",
       "      <td>0.034226</td>\n",
       "      <td>0.965925</td>\n",
       "      <td>0.537441</td>\n",
       "      <td>0.914859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>84</td>\n",
       "      <td>900</td>\n",
       "      <td>5035.0</td>\n",
       "      <td>782.0</td>\n",
       "      <td>794000.0</td>\n",
       "      <td>2696.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.727974</td>\n",
       "      <td>0.164115</td>\n",
       "      <td>0.003346</td>\n",
       "      <td>0.036069</td>\n",
       "      <td>0.964723</td>\n",
       "      <td>0.549335</td>\n",
       "      <td>0.955825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>85</td>\n",
       "      <td>900</td>\n",
       "      <td>4443.0</td>\n",
       "      <td>752.0</td>\n",
       "      <td>792000.0</td>\n",
       "      <td>2632.0</td>\n",
       "      <td>2147.578883</td>\n",
       "      <td>2.089032</td>\n",
       "      <td>0.202446</td>\n",
       "      <td>0.003549</td>\n",
       "      <td>0.033268</td>\n",
       "      <td>0.966499</td>\n",
       "      <td>0.531634</td>\n",
       "      <td>0.894663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>86</td>\n",
       "      <td>900</td>\n",
       "      <td>4488.0</td>\n",
       "      <td>606.0</td>\n",
       "      <td>785000.0</td>\n",
       "      <td>2703.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.784813</td>\n",
       "      <td>0.156510</td>\n",
       "      <td>0.003532</td>\n",
       "      <td>0.033488</td>\n",
       "      <td>0.966370</td>\n",
       "      <td>0.532945</td>\n",
       "      <td>0.899221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>87</td>\n",
       "      <td>900</td>\n",
       "      <td>4947.0</td>\n",
       "      <td>728.0</td>\n",
       "      <td>777000.0</td>\n",
       "      <td>2148.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.736181</td>\n",
       "      <td>0.162844</td>\n",
       "      <td>0.003373</td>\n",
       "      <td>0.035665</td>\n",
       "      <td>0.964997</td>\n",
       "      <td>0.546650</td>\n",
       "      <td>0.946655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>88</td>\n",
       "      <td>900</td>\n",
       "      <td>4636.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>772000.0</td>\n",
       "      <td>1827.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.767909</td>\n",
       "      <td>0.158502</td>\n",
       "      <td>0.003476</td>\n",
       "      <td>0.034207</td>\n",
       "      <td>0.965937</td>\n",
       "      <td>0.537322</td>\n",
       "      <td>0.914447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>89</td>\n",
       "      <td>800</td>\n",
       "      <td>4454.0</td>\n",
       "      <td>722.0</td>\n",
       "      <td>827000.0</td>\n",
       "      <td>3385.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.788843</td>\n",
       "      <td>0.156064</td>\n",
       "      <td>0.003545</td>\n",
       "      <td>0.033322</td>\n",
       "      <td>0.966467</td>\n",
       "      <td>0.531954</td>\n",
       "      <td>0.895775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>90</td>\n",
       "      <td>800</td>\n",
       "      <td>4534.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>821000.0</td>\n",
       "      <td>2728.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.779465</td>\n",
       "      <td>0.157119</td>\n",
       "      <td>0.003514</td>\n",
       "      <td>0.033712</td>\n",
       "      <td>0.966237</td>\n",
       "      <td>0.534290</td>\n",
       "      <td>0.903902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>91</td>\n",
       "      <td>800</td>\n",
       "      <td>4132.0</td>\n",
       "      <td>610.0</td>\n",
       "      <td>807000.0</td>\n",
       "      <td>2279.0</td>\n",
       "      <td>1968.213375</td>\n",
       "      <td>2.003780</td>\n",
       "      <td>0.211338</td>\n",
       "      <td>0.003685</td>\n",
       "      <td>0.031699</td>\n",
       "      <td>0.967361</td>\n",
       "      <td>0.522724</td>\n",
       "      <td>0.863914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>92</td>\n",
       "      <td>800</td>\n",
       "      <td>4952.0</td>\n",
       "      <td>609.0</td>\n",
       "      <td>799000.0</td>\n",
       "      <td>2851.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.735706</td>\n",
       "      <td>0.162916</td>\n",
       "      <td>0.003371</td>\n",
       "      <td>0.035688</td>\n",
       "      <td>0.964982</td>\n",
       "      <td>0.546802</td>\n",
       "      <td>0.947176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>93</td>\n",
       "      <td>750</td>\n",
       "      <td>4284.0</td>\n",
       "      <td>639.0</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>2745.0</td>\n",
       "      <td>2055.546407</td>\n",
       "      <td>2.045289</td>\n",
       "      <td>0.206868</td>\n",
       "      <td>0.003615</td>\n",
       "      <td>0.032477</td>\n",
       "      <td>0.966946</td>\n",
       "      <td>0.527047</td>\n",
       "      <td>0.878755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>124</td>\n",
       "      <td>600</td>\n",
       "      <td>4284.0</td>\n",
       "      <td>870.0</td>\n",
       "      <td>690000.0</td>\n",
       "      <td>2462.0</td>\n",
       "      <td>2055.546407</td>\n",
       "      <td>2.045289</td>\n",
       "      <td>0.206868</td>\n",
       "      <td>0.003615</td>\n",
       "      <td>0.032477</td>\n",
       "      <td>0.966946</td>\n",
       "      <td>0.527047</td>\n",
       "      <td>0.878755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>94</td>\n",
       "      <td>750</td>\n",
       "      <td>4389.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>789000.0</td>\n",
       "      <td>2768.0</td>\n",
       "      <td>2116.246104</td>\n",
       "      <td>2.074140</td>\n",
       "      <td>0.203920</td>\n",
       "      <td>0.003571</td>\n",
       "      <td>0.033002</td>\n",
       "      <td>0.966652</td>\n",
       "      <td>0.530069</td>\n",
       "      <td>0.889224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>95</td>\n",
       "      <td>750</td>\n",
       "      <td>4764.0</td>\n",
       "      <td>672.0</td>\n",
       "      <td>702000.0</td>\n",
       "      <td>2464.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.754305</td>\n",
       "      <td>0.160260</td>\n",
       "      <td>0.003432</td>\n",
       "      <td>0.034813</td>\n",
       "      <td>0.965556</td>\n",
       "      <td>0.541130</td>\n",
       "      <td>0.927652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>96</td>\n",
       "      <td>750</td>\n",
       "      <td>4972.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>447000.0</td>\n",
       "      <td>2655.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.733817</td>\n",
       "      <td>0.163203</td>\n",
       "      <td>0.003365</td>\n",
       "      <td>0.035780</td>\n",
       "      <td>0.964920</td>\n",
       "      <td>0.547410</td>\n",
       "      <td>0.949259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>97</td>\n",
       "      <td>750</td>\n",
       "      <td>4789.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>620000.0</td>\n",
       "      <td>2658.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.751740</td>\n",
       "      <td>0.160608</td>\n",
       "      <td>0.003423</td>\n",
       "      <td>0.034930</td>\n",
       "      <td>0.965480</td>\n",
       "      <td>0.541879</td>\n",
       "      <td>0.930241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>98</td>\n",
       "      <td>700</td>\n",
       "      <td>4218.0</td>\n",
       "      <td>607.0</td>\n",
       "      <td>803000.0</td>\n",
       "      <td>2790.0</td>\n",
       "      <td>2017.546626</td>\n",
       "      <td>2.027228</td>\n",
       "      <td>0.208779</td>\n",
       "      <td>0.003645</td>\n",
       "      <td>0.032142</td>\n",
       "      <td>0.967127</td>\n",
       "      <td>0.525162</td>\n",
       "      <td>0.872261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>99</td>\n",
       "      <td>700</td>\n",
       "      <td>4173.0</td>\n",
       "      <td>608.0</td>\n",
       "      <td>797000.0</td>\n",
       "      <td>2085.0</td>\n",
       "      <td>1991.706903</td>\n",
       "      <td>2.014946</td>\n",
       "      <td>0.210108</td>\n",
       "      <td>0.003665</td>\n",
       "      <td>0.031911</td>\n",
       "      <td>0.967250</td>\n",
       "      <td>0.523884</td>\n",
       "      <td>0.867876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>100</td>\n",
       "      <td>700</td>\n",
       "      <td>4181.0</td>\n",
       "      <td>505.0</td>\n",
       "      <td>797000.0</td>\n",
       "      <td>2905.0</td>\n",
       "      <td>1996.296503</td>\n",
       "      <td>2.017128</td>\n",
       "      <td>0.209870</td>\n",
       "      <td>0.003662</td>\n",
       "      <td>0.031953</td>\n",
       "      <td>0.967228</td>\n",
       "      <td>0.524111</td>\n",
       "      <td>0.868653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>101</td>\n",
       "      <td>700</td>\n",
       "      <td>4472.0</td>\n",
       "      <td>699.0</td>\n",
       "      <td>807000.0</td>\n",
       "      <td>2466.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.786701</td>\n",
       "      <td>0.156300</td>\n",
       "      <td>0.003538</td>\n",
       "      <td>0.033410</td>\n",
       "      <td>0.966416</td>\n",
       "      <td>0.532478</td>\n",
       "      <td>0.897598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>103</td>\n",
       "      <td>700</td>\n",
       "      <td>4310.0</td>\n",
       "      <td>611.0</td>\n",
       "      <td>803000.0</td>\n",
       "      <td>2692.0</td>\n",
       "      <td>2070.548883</td>\n",
       "      <td>2.052420</td>\n",
       "      <td>0.206128</td>\n",
       "      <td>0.003604</td>\n",
       "      <td>0.032608</td>\n",
       "      <td>0.966873</td>\n",
       "      <td>0.527792</td>\n",
       "      <td>0.881333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>104</td>\n",
       "      <td>700</td>\n",
       "      <td>4447.0</td>\n",
       "      <td>449.0</td>\n",
       "      <td>796000.0</td>\n",
       "      <td>2695.0</td>\n",
       "      <td>2149.902928</td>\n",
       "      <td>2.090137</td>\n",
       "      <td>0.202337</td>\n",
       "      <td>0.003548</td>\n",
       "      <td>0.033288</td>\n",
       "      <td>0.966487</td>\n",
       "      <td>0.531751</td>\n",
       "      <td>0.895068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>105</td>\n",
       "      <td>650</td>\n",
       "      <td>4565.0</td>\n",
       "      <td>682.0</td>\n",
       "      <td>790000.0</td>\n",
       "      <td>2277.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.775813</td>\n",
       "      <td>0.157546</td>\n",
       "      <td>0.003502</td>\n",
       "      <td>0.033866</td>\n",
       "      <td>0.966145</td>\n",
       "      <td>0.535229</td>\n",
       "      <td>0.907169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>106</td>\n",
       "      <td>650</td>\n",
       "      <td>4508.0</td>\n",
       "      <td>579.0</td>\n",
       "      <td>787000.0</td>\n",
       "      <td>3060.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.782473</td>\n",
       "      <td>0.156774</td>\n",
       "      <td>0.003524</td>\n",
       "      <td>0.033586</td>\n",
       "      <td>0.966313</td>\n",
       "      <td>0.533529</td>\n",
       "      <td>0.901254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>107</td>\n",
       "      <td>650</td>\n",
       "      <td>4381.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>779000.0</td>\n",
       "      <td>2438.0</td>\n",
       "      <td>2111.610860</td>\n",
       "      <td>2.071937</td>\n",
       "      <td>0.204141</td>\n",
       "      <td>0.003574</td>\n",
       "      <td>0.032962</td>\n",
       "      <td>0.966675</td>\n",
       "      <td>0.529837</td>\n",
       "      <td>0.888421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>108</td>\n",
       "      <td>600</td>\n",
       "      <td>4149.0</td>\n",
       "      <td>503.0</td>\n",
       "      <td>771000.0</td>\n",
       "      <td>2689.0</td>\n",
       "      <td>1977.948861</td>\n",
       "      <td>2.008407</td>\n",
       "      <td>0.210826</td>\n",
       "      <td>0.003677</td>\n",
       "      <td>0.031787</td>\n",
       "      <td>0.967315</td>\n",
       "      <td>0.523204</td>\n",
       "      <td>0.865553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>109</td>\n",
       "      <td>600</td>\n",
       "      <td>3830.0</td>\n",
       "      <td>750.0</td>\n",
       "      <td>774000.0</td>\n",
       "      <td>2042.0</td>\n",
       "      <td>1796.086162</td>\n",
       "      <td>1.921968</td>\n",
       "      <td>0.221048</td>\n",
       "      <td>0.003847</td>\n",
       "      <td>0.030073</td>\n",
       "      <td>0.968156</td>\n",
       "      <td>0.514290</td>\n",
       "      <td>0.835853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>110</td>\n",
       "      <td>600</td>\n",
       "      <td>4594.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>773000.0</td>\n",
       "      <td>2999.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.772553</td>\n",
       "      <td>0.157935</td>\n",
       "      <td>0.003491</td>\n",
       "      <td>0.034006</td>\n",
       "      <td>0.966060</td>\n",
       "      <td>0.536082</td>\n",
       "      <td>0.910137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>111</td>\n",
       "      <td>600</td>\n",
       "      <td>4021.0</td>\n",
       "      <td>699.0</td>\n",
       "      <td>763000.0</td>\n",
       "      <td>2588.0</td>\n",
       "      <td>1904.848001</td>\n",
       "      <td>1.973662</td>\n",
       "      <td>0.214765</td>\n",
       "      <td>0.003740</td>\n",
       "      <td>0.031116</td>\n",
       "      <td>0.967657</td>\n",
       "      <td>0.519606</td>\n",
       "      <td>0.853367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>112</td>\n",
       "      <td>600</td>\n",
       "      <td>4091.0</td>\n",
       "      <td>462.0</td>\n",
       "      <td>765000.0</td>\n",
       "      <td>2762.0</td>\n",
       "      <td>1944.767268</td>\n",
       "      <td>1.992636</td>\n",
       "      <td>0.212587</td>\n",
       "      <td>0.003705</td>\n",
       "      <td>0.031485</td>\n",
       "      <td>0.967471</td>\n",
       "      <td>0.521569</td>\n",
       "      <td>0.859987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>113</td>\n",
       "      <td>600</td>\n",
       "      <td>4334.0</td>\n",
       "      <td>830.0</td>\n",
       "      <td>775000.0</td>\n",
       "      <td>2206.0</td>\n",
       "      <td>2084.413692</td>\n",
       "      <td>2.059010</td>\n",
       "      <td>0.205450</td>\n",
       "      <td>0.003594</td>\n",
       "      <td>0.032728</td>\n",
       "      <td>0.966806</td>\n",
       "      <td>0.528482</td>\n",
       "      <td>0.883721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>114</td>\n",
       "      <td>550</td>\n",
       "      <td>4155.0</td>\n",
       "      <td>612.0</td>\n",
       "      <td>772000.0</td>\n",
       "      <td>3187.0</td>\n",
       "      <td>1981.386856</td>\n",
       "      <td>2.010041</td>\n",
       "      <td>0.210646</td>\n",
       "      <td>0.003674</td>\n",
       "      <td>0.031818</td>\n",
       "      <td>0.967299</td>\n",
       "      <td>0.523374</td>\n",
       "      <td>0.866133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>115</td>\n",
       "      <td>550</td>\n",
       "      <td>3456.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>767000.0</td>\n",
       "      <td>1888.0</td>\n",
       "      <td>1587.441814</td>\n",
       "      <td>1.822799</td>\n",
       "      <td>0.234780</td>\n",
       "      <td>0.004106</td>\n",
       "      <td>0.027909</td>\n",
       "      <td>0.969074</td>\n",
       "      <td>0.504216</td>\n",
       "      <td>0.805294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>116</td>\n",
       "      <td>550</td>\n",
       "      <td>4304.0</td>\n",
       "      <td>595.0</td>\n",
       "      <td>759000.0</td>\n",
       "      <td>2980.0</td>\n",
       "      <td>2067.085133</td>\n",
       "      <td>2.050774</td>\n",
       "      <td>0.206298</td>\n",
       "      <td>0.003607</td>\n",
       "      <td>0.032578</td>\n",
       "      <td>0.966890</td>\n",
       "      <td>0.527620</td>\n",
       "      <td>0.880737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>117</td>\n",
       "      <td>550</td>\n",
       "      <td>3871.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>762000.0</td>\n",
       "      <td>2025.0</td>\n",
       "      <td>1819.220040</td>\n",
       "      <td>1.932963</td>\n",
       "      <td>0.219666</td>\n",
       "      <td>0.003823</td>\n",
       "      <td>0.030300</td>\n",
       "      <td>0.968051</td>\n",
       "      <td>0.515417</td>\n",
       "      <td>0.839505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>118</td>\n",
       "      <td>550</td>\n",
       "      <td>4307.0</td>\n",
       "      <td>777.0</td>\n",
       "      <td>773000.0</td>\n",
       "      <td>3513.0</td>\n",
       "      <td>2068.816885</td>\n",
       "      <td>2.051597</td>\n",
       "      <td>0.206213</td>\n",
       "      <td>0.003605</td>\n",
       "      <td>0.032593</td>\n",
       "      <td>0.966882</td>\n",
       "      <td>0.527706</td>\n",
       "      <td>0.881035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>119</td>\n",
       "      <td>550</td>\n",
       "      <td>3935.0</td>\n",
       "      <td>697.0</td>\n",
       "      <td>771000.0</td>\n",
       "      <td>2641.0</td>\n",
       "      <td>1855.431151</td>\n",
       "      <td>1.950175</td>\n",
       "      <td>0.217554</td>\n",
       "      <td>0.003786</td>\n",
       "      <td>0.030649</td>\n",
       "      <td>0.967885</td>\n",
       "      <td>0.517185</td>\n",
       "      <td>0.845305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>120</td>\n",
       "      <td>550</td>\n",
       "      <td>3526.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>756000.0</td>\n",
       "      <td>1629.0</td>\n",
       "      <td>1626.158125</td>\n",
       "      <td>1.841201</td>\n",
       "      <td>0.232042</td>\n",
       "      <td>0.004051</td>\n",
       "      <td>0.028328</td>\n",
       "      <td>0.968907</td>\n",
       "      <td>0.506073</td>\n",
       "      <td>0.810587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>121</td>\n",
       "      <td>550</td>\n",
       "      <td>3897.0</td>\n",
       "      <td>634.0</td>\n",
       "      <td>934000.0</td>\n",
       "      <td>2586.0</td>\n",
       "      <td>1833.916214</td>\n",
       "      <td>1.939948</td>\n",
       "      <td>0.218802</td>\n",
       "      <td>0.003808</td>\n",
       "      <td>0.030442</td>\n",
       "      <td>0.967984</td>\n",
       "      <td>0.516134</td>\n",
       "      <td>0.841847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>122</td>\n",
       "      <td>600</td>\n",
       "      <td>4647.0</td>\n",
       "      <td>668.0</td>\n",
       "      <td>733000.0</td>\n",
       "      <td>2534.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.766707</td>\n",
       "      <td>0.158651</td>\n",
       "      <td>0.003472</td>\n",
       "      <td>0.034259</td>\n",
       "      <td>0.965904</td>\n",
       "      <td>0.537648</td>\n",
       "      <td>0.915578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>123</td>\n",
       "      <td>600</td>\n",
       "      <td>4384.0</td>\n",
       "      <td>753.0</td>\n",
       "      <td>838000.0</td>\n",
       "      <td>3187.0</td>\n",
       "      <td>2113.348875</td>\n",
       "      <td>2.072763</td>\n",
       "      <td>0.204058</td>\n",
       "      <td>0.003573</td>\n",
       "      <td>0.032977</td>\n",
       "      <td>0.966666</td>\n",
       "      <td>0.529924</td>\n",
       "      <td>0.888722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>125</td>\n",
       "      <td>600</td>\n",
       "      <td>4411.0</td>\n",
       "      <td>901.0</td>\n",
       "      <td>737000.0</td>\n",
       "      <td>2533.0</td>\n",
       "      <td>2129.001889</td>\n",
       "      <td>2.080203</td>\n",
       "      <td>0.203316</td>\n",
       "      <td>0.003562</td>\n",
       "      <td>0.033111</td>\n",
       "      <td>0.966590</td>\n",
       "      <td>0.530706</td>\n",
       "      <td>0.891436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>126</td>\n",
       "      <td>600</td>\n",
       "      <td>4087.0</td>\n",
       "      <td>912.0</td>\n",
       "      <td>762000.0</td>\n",
       "      <td>2303.0</td>\n",
       "      <td>1942.482395</td>\n",
       "      <td>1.991550</td>\n",
       "      <td>0.212710</td>\n",
       "      <td>0.003707</td>\n",
       "      <td>0.031464</td>\n",
       "      <td>0.967482</td>\n",
       "      <td>0.521456</td>\n",
       "      <td>0.859605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>127</td>\n",
       "      <td>600</td>\n",
       "      <td>4147.0</td>\n",
       "      <td>874.0</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>2901.0</td>\n",
       "      <td>1976.803087</td>\n",
       "      <td>2.007863</td>\n",
       "      <td>0.210886</td>\n",
       "      <td>0.003678</td>\n",
       "      <td>0.031777</td>\n",
       "      <td>0.967321</td>\n",
       "      <td>0.523148</td>\n",
       "      <td>0.865360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>128</td>\n",
       "      <td>600</td>\n",
       "      <td>4580.0</td>\n",
       "      <td>864.0</td>\n",
       "      <td>539000.0</td>\n",
       "      <td>1954.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.774121</td>\n",
       "      <td>0.157747</td>\n",
       "      <td>0.003497</td>\n",
       "      <td>0.033938</td>\n",
       "      <td>0.966101</td>\n",
       "      <td>0.535670</td>\n",
       "      <td>0.908703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>129</td>\n",
       "      <td>600</td>\n",
       "      <td>4055.0</td>\n",
       "      <td>865.0</td>\n",
       "      <td>1064000.0</td>\n",
       "      <td>2713.0</td>\n",
       "      <td>1924.219837</td>\n",
       "      <td>1.982870</td>\n",
       "      <td>0.213700</td>\n",
       "      <td>0.003723</td>\n",
       "      <td>0.031296</td>\n",
       "      <td>0.967567</td>\n",
       "      <td>0.520558</td>\n",
       "      <td>0.856568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>130</td>\n",
       "      <td>600</td>\n",
       "      <td>3976.0</td>\n",
       "      <td>829.0</td>\n",
       "      <td>1094000.0</td>\n",
       "      <td>1918.0</td>\n",
       "      <td>1878.692128</td>\n",
       "      <td>1.961230</td>\n",
       "      <td>0.216228</td>\n",
       "      <td>0.003764</td>\n",
       "      <td>0.030870</td>\n",
       "      <td>0.967778</td>\n",
       "      <td>0.518323</td>\n",
       "      <td>0.849080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>131</td>\n",
       "      <td>600</td>\n",
       "      <td>4496.0</td>\n",
       "      <td>794.0</td>\n",
       "      <td>1073000.0</td>\n",
       "      <td>3237.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.783874</td>\n",
       "      <td>0.156616</td>\n",
       "      <td>0.003529</td>\n",
       "      <td>0.033527</td>\n",
       "      <td>0.966347</td>\n",
       "      <td>0.533178</td>\n",
       "      <td>0.900034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>132</td>\n",
       "      <td>550</td>\n",
       "      <td>3550.0</td>\n",
       "      <td>789.0</td>\n",
       "      <td>1054000.0</td>\n",
       "      <td>2206.0</td>\n",
       "      <td>1639.468515</td>\n",
       "      <td>1.847527</td>\n",
       "      <td>0.231123</td>\n",
       "      <td>0.004033</td>\n",
       "      <td>0.028470</td>\n",
       "      <td>0.968849</td>\n",
       "      <td>0.506713</td>\n",
       "      <td>0.812451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>133</td>\n",
       "      <td>550</td>\n",
       "      <td>4290.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>1021000.0</td>\n",
       "      <td>2345.0</td>\n",
       "      <td>2059.006876</td>\n",
       "      <td>2.046934</td>\n",
       "      <td>0.206697</td>\n",
       "      <td>0.003613</td>\n",
       "      <td>0.032507</td>\n",
       "      <td>0.966929</td>\n",
       "      <td>0.527219</td>\n",
       "      <td>0.879349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>134</td>\n",
       "      <td>550</td>\n",
       "      <td>4079.0</td>\n",
       "      <td>759.0</td>\n",
       "      <td>998000.0</td>\n",
       "      <td>2488.0</td>\n",
       "      <td>1937.914017</td>\n",
       "      <td>1.989379</td>\n",
       "      <td>0.212957</td>\n",
       "      <td>0.003711</td>\n",
       "      <td>0.031422</td>\n",
       "      <td>0.967503</td>\n",
       "      <td>0.521231</td>\n",
       "      <td>0.858844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>135</td>\n",
       "      <td>550</td>\n",
       "      <td>3892.0</td>\n",
       "      <td>850.0</td>\n",
       "      <td>983000.0</td>\n",
       "      <td>2547.0</td>\n",
       "      <td>1831.088472</td>\n",
       "      <td>1.938604</td>\n",
       "      <td>0.218967</td>\n",
       "      <td>0.003810</td>\n",
       "      <td>0.030415</td>\n",
       "      <td>0.967997</td>\n",
       "      <td>0.515996</td>\n",
       "      <td>0.841395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>136</td>\n",
       "      <td>500</td>\n",
       "      <td>3926.0</td>\n",
       "      <td>683.0</td>\n",
       "      <td>964000.0</td>\n",
       "      <td>2527.0</td>\n",
       "      <td>1850.331668</td>\n",
       "      <td>1.947751</td>\n",
       "      <td>0.217848</td>\n",
       "      <td>0.003791</td>\n",
       "      <td>0.030600</td>\n",
       "      <td>0.967909</td>\n",
       "      <td>0.516936</td>\n",
       "      <td>0.844482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>137</td>\n",
       "      <td>500</td>\n",
       "      <td>3739.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>950000.0</td>\n",
       "      <td>2511.0</td>\n",
       "      <td>1744.920858</td>\n",
       "      <td>1.897649</td>\n",
       "      <td>0.224196</td>\n",
       "      <td>0.003903</td>\n",
       "      <td>0.029563</td>\n",
       "      <td>0.968385</td>\n",
       "      <td>0.511805</td>\n",
       "      <td>0.827937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>138</td>\n",
       "      <td>500</td>\n",
       "      <td>3744.0</td>\n",
       "      <td>884.0</td>\n",
       "      <td>1310000.0</td>\n",
       "      <td>2495.0</td>\n",
       "      <td>1747.725615</td>\n",
       "      <td>1.898982</td>\n",
       "      <td>0.224020</td>\n",
       "      <td>0.003900</td>\n",
       "      <td>0.029591</td>\n",
       "      <td>0.968373</td>\n",
       "      <td>0.511941</td>\n",
       "      <td>0.828365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>139</td>\n",
       "      <td>500</td>\n",
       "      <td>3582.0</td>\n",
       "      <td>732.0</td>\n",
       "      <td>1174000.0</td>\n",
       "      <td>2471.0</td>\n",
       "      <td>1657.244206</td>\n",
       "      <td>1.855976</td>\n",
       "      <td>0.229911</td>\n",
       "      <td>0.004010</td>\n",
       "      <td>0.028658</td>\n",
       "      <td>0.968772</td>\n",
       "      <td>0.507568</td>\n",
       "      <td>0.814974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>140</td>\n",
       "      <td>500</td>\n",
       "      <td>3846.0</td>\n",
       "      <td>843.0</td>\n",
       "      <td>932000.0</td>\n",
       "      <td>2342.0</td>\n",
       "      <td>1805.108047</td>\n",
       "      <td>1.926256</td>\n",
       "      <td>0.220506</td>\n",
       "      <td>0.003837</td>\n",
       "      <td>0.030162</td>\n",
       "      <td>0.968115</td>\n",
       "      <td>0.514729</td>\n",
       "      <td>0.837272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>141</td>\n",
       "      <td>500</td>\n",
       "      <td>4038.0</td>\n",
       "      <td>834.0</td>\n",
       "      <td>818000.0</td>\n",
       "      <td>2519.0</td>\n",
       "      <td>1914.529768</td>\n",
       "      <td>1.978264</td>\n",
       "      <td>0.214231</td>\n",
       "      <td>0.003731</td>\n",
       "      <td>0.031206</td>\n",
       "      <td>0.967612</td>\n",
       "      <td>0.520081</td>\n",
       "      <td>0.854964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>142</td>\n",
       "      <td>500</td>\n",
       "      <td>4103.0</td>\n",
       "      <td>910.0</td>\n",
       "      <td>877000.0</td>\n",
       "      <td>1847.0</td>\n",
       "      <td>1951.624613</td>\n",
       "      <td>1.995895</td>\n",
       "      <td>0.212220</td>\n",
       "      <td>0.003699</td>\n",
       "      <td>0.031548</td>\n",
       "      <td>0.967439</td>\n",
       "      <td>0.521906</td>\n",
       "      <td>0.861133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>143</td>\n",
       "      <td>500</td>\n",
       "      <td>4230.0</td>\n",
       "      <td>798.0</td>\n",
       "      <td>937000.0</td>\n",
       "      <td>2835.0</td>\n",
       "      <td>2024.446730</td>\n",
       "      <td>2.030508</td>\n",
       "      <td>0.208428</td>\n",
       "      <td>0.003639</td>\n",
       "      <td>0.032203</td>\n",
       "      <td>0.967095</td>\n",
       "      <td>0.525504</td>\n",
       "      <td>0.873436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>144</td>\n",
       "      <td>500</td>\n",
       "      <td>4032.0</td>\n",
       "      <td>1053.0</td>\n",
       "      <td>828000.0</td>\n",
       "      <td>2348.0</td>\n",
       "      <td>1911.111724</td>\n",
       "      <td>1.976640</td>\n",
       "      <td>0.214419</td>\n",
       "      <td>0.003734</td>\n",
       "      <td>0.031174</td>\n",
       "      <td>0.967628</td>\n",
       "      <td>0.519914</td>\n",
       "      <td>0.854399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>145</td>\n",
       "      <td>500</td>\n",
       "      <td>4788.0</td>\n",
       "      <td>838.0</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>2228.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.751842</td>\n",
       "      <td>0.160594</td>\n",
       "      <td>0.003424</td>\n",
       "      <td>0.034925</td>\n",
       "      <td>0.965483</td>\n",
       "      <td>0.541849</td>\n",
       "      <td>0.930137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>146</td>\n",
       "      <td>500</td>\n",
       "      <td>4880.0</td>\n",
       "      <td>854.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>1915.0</td>\n",
       "      <td>3620.717063</td>\n",
       "      <td>2.742645</td>\n",
       "      <td>0.161888</td>\n",
       "      <td>0.003394</td>\n",
       "      <td>0.035355</td>\n",
       "      <td>0.965204</td>\n",
       "      <td>0.544618</td>\n",
       "      <td>0.939685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>147</td>\n",
       "      <td>450</td>\n",
       "      <td>4140.0</td>\n",
       "      <td>629.0</td>\n",
       "      <td>473000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>1972.793766</td>\n",
       "      <td>2.005957</td>\n",
       "      <td>0.211097</td>\n",
       "      <td>0.003681</td>\n",
       "      <td>0.031741</td>\n",
       "      <td>0.967340</td>\n",
       "      <td>0.522950</td>\n",
       "      <td>0.864685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>148</td>\n",
       "      <td>450</td>\n",
       "      <td>3315.0</td>\n",
       "      <td>917.0</td>\n",
       "      <td>799000.0</td>\n",
       "      <td>1404.0</td>\n",
       "      <td>1509.395241</td>\n",
       "      <td>1.785704</td>\n",
       "      <td>0.240600</td>\n",
       "      <td>0.004228</td>\n",
       "      <td>0.027041</td>\n",
       "      <td>0.969404</td>\n",
       "      <td>0.500488</td>\n",
       "      <td>0.795269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>149</td>\n",
       "      <td>450</td>\n",
       "      <td>3723.0</td>\n",
       "      <td>968.0</td>\n",
       "      <td>801000.0</td>\n",
       "      <td>1028.0</td>\n",
       "      <td>1735.950771</td>\n",
       "      <td>1.893386</td>\n",
       "      <td>0.224762</td>\n",
       "      <td>0.003913</td>\n",
       "      <td>0.029472</td>\n",
       "      <td>0.968425</td>\n",
       "      <td>0.511370</td>\n",
       "      <td>0.826574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>150</td>\n",
       "      <td>400</td>\n",
       "      <td>3932.0</td>\n",
       "      <td>884.0</td>\n",
       "      <td>797000.0</td>\n",
       "      <td>1617.0</td>\n",
       "      <td>1853.731059</td>\n",
       "      <td>1.949366</td>\n",
       "      <td>0.217652</td>\n",
       "      <td>0.003788</td>\n",
       "      <td>0.030633</td>\n",
       "      <td>0.967893</td>\n",
       "      <td>0.517102</td>\n",
       "      <td>0.845031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>151</td>\n",
       "      <td>400</td>\n",
       "      <td>3139.0</td>\n",
       "      <td>888.0</td>\n",
       "      <td>786000.0</td>\n",
       "      <td>1478.0</td>\n",
       "      <td>1413.605098</td>\n",
       "      <td>1.740175</td>\n",
       "      <td>0.248356</td>\n",
       "      <td>0.004404</td>\n",
       "      <td>0.025935</td>\n",
       "      <td>0.969800</td>\n",
       "      <td>0.495942</td>\n",
       "      <td>0.784314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>152</td>\n",
       "      <td>400</td>\n",
       "      <td>4219.0</td>\n",
       "      <td>815.0</td>\n",
       "      <td>785000.0</td>\n",
       "      <td>2742.0</td>\n",
       "      <td>2018.121482</td>\n",
       "      <td>2.027501</td>\n",
       "      <td>0.208749</td>\n",
       "      <td>0.003644</td>\n",
       "      <td>0.032147</td>\n",
       "      <td>0.967125</td>\n",
       "      <td>0.525191</td>\n",
       "      <td>0.872359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>153</td>\n",
       "      <td>400</td>\n",
       "      <td>3503.0</td>\n",
       "      <td>779.0</td>\n",
       "      <td>778000.0</td>\n",
       "      <td>1248.0</td>\n",
       "      <td>1613.419631</td>\n",
       "      <td>1.835146</td>\n",
       "      <td>0.232933</td>\n",
       "      <td>0.004069</td>\n",
       "      <td>0.028191</td>\n",
       "      <td>0.968962</td>\n",
       "      <td>0.505461</td>\n",
       "      <td>0.808824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>154</td>\n",
       "      <td>400</td>\n",
       "      <td>3758.0</td>\n",
       "      <td>619.0</td>\n",
       "      <td>769000.0</td>\n",
       "      <td>1209.0</td>\n",
       "      <td>1755.582991</td>\n",
       "      <td>1.902717</td>\n",
       "      <td>0.223529</td>\n",
       "      <td>0.003891</td>\n",
       "      <td>0.029670</td>\n",
       "      <td>0.968338</td>\n",
       "      <td>0.512322</td>\n",
       "      <td>0.829567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>155</td>\n",
       "      <td>400</td>\n",
       "      <td>3670.0</td>\n",
       "      <td>609.0</td>\n",
       "      <td>770000.0</td>\n",
       "      <td>1279.0</td>\n",
       "      <td>1706.293551</td>\n",
       "      <td>1.879289</td>\n",
       "      <td>0.226662</td>\n",
       "      <td>0.003948</td>\n",
       "      <td>0.029169</td>\n",
       "      <td>0.968557</td>\n",
       "      <td>0.509935</td>\n",
       "      <td>0.822126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>156</td>\n",
       "      <td>400</td>\n",
       "      <td>2698.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>763000.0</td>\n",
       "      <td>1139.0</td>\n",
       "      <td>1177.953222</td>\n",
       "      <td>1.628169</td>\n",
       "      <td>0.271072</td>\n",
       "      <td>0.005001</td>\n",
       "      <td>0.023055</td>\n",
       "      <td>0.970728</td>\n",
       "      <td>0.484888</td>\n",
       "      <td>0.765463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>157</td>\n",
       "      <td>400</td>\n",
       "      <td>3663.0</td>\n",
       "      <td>645.0</td>\n",
       "      <td>749000.0</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>1702.383048</td>\n",
       "      <td>1.877431</td>\n",
       "      <td>0.226916</td>\n",
       "      <td>0.003953</td>\n",
       "      <td>0.029129</td>\n",
       "      <td>0.968574</td>\n",
       "      <td>0.509746</td>\n",
       "      <td>0.821546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>158</td>\n",
       "      <td>400</td>\n",
       "      <td>3821.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>1795.0</td>\n",
       "      <td>1791.014721</td>\n",
       "      <td>1.919557</td>\n",
       "      <td>0.221354</td>\n",
       "      <td>0.003852</td>\n",
       "      <td>0.030023</td>\n",
       "      <td>0.968178</td>\n",
       "      <td>0.514043</td>\n",
       "      <td>0.835058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>159</td>\n",
       "      <td>400</td>\n",
       "      <td>4122.0</td>\n",
       "      <td>662.0</td>\n",
       "      <td>752000.0</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>1962.490426</td>\n",
       "      <td>2.001060</td>\n",
       "      <td>0.211641</td>\n",
       "      <td>0.003690</td>\n",
       "      <td>0.031647</td>\n",
       "      <td>0.967388</td>\n",
       "      <td>0.522442</td>\n",
       "      <td>0.862953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>160</td>\n",
       "      <td>400</td>\n",
       "      <td>3608.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>737000.0</td>\n",
       "      <td>2025.0</td>\n",
       "      <td>1671.710796</td>\n",
       "      <td>1.862852</td>\n",
       "      <td>0.228939</td>\n",
       "      <td>0.003991</td>\n",
       "      <td>0.028810</td>\n",
       "      <td>0.968709</td>\n",
       "      <td>0.508265</td>\n",
       "      <td>0.817055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>161</td>\n",
       "      <td>400</td>\n",
       "      <td>4092.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>728000.0</td>\n",
       "      <td>2176.0</td>\n",
       "      <td>1945.338557</td>\n",
       "      <td>1.992908</td>\n",
       "      <td>0.212557</td>\n",
       "      <td>0.003704</td>\n",
       "      <td>0.031491</td>\n",
       "      <td>0.967469</td>\n",
       "      <td>0.521597</td>\n",
       "      <td>0.860082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>162</td>\n",
       "      <td>400</td>\n",
       "      <td>4097.0</td>\n",
       "      <td>606.0</td>\n",
       "      <td>720000.0</td>\n",
       "      <td>2153.0</td>\n",
       "      <td>1948.195429</td>\n",
       "      <td>1.994265</td>\n",
       "      <td>0.212403</td>\n",
       "      <td>0.003702</td>\n",
       "      <td>0.031517</td>\n",
       "      <td>0.967455</td>\n",
       "      <td>0.521737</td>\n",
       "      <td>0.860559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>163</td>\n",
       "      <td>400</td>\n",
       "      <td>3567.0</td>\n",
       "      <td>513.0</td>\n",
       "      <td>807000.0</td>\n",
       "      <td>2348.0</td>\n",
       "      <td>1648.907807</td>\n",
       "      <td>1.852014</td>\n",
       "      <td>0.230477</td>\n",
       "      <td>0.004021</td>\n",
       "      <td>0.028570</td>\n",
       "      <td>0.968808</td>\n",
       "      <td>0.507167</td>\n",
       "      <td>0.813786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>164</td>\n",
       "      <td>380</td>\n",
       "      <td>3511.0</td>\n",
       "      <td>603.0</td>\n",
       "      <td>789000.0</td>\n",
       "      <td>2215.0</td>\n",
       "      <td>1617.848486</td>\n",
       "      <td>1.837251</td>\n",
       "      <td>0.232622</td>\n",
       "      <td>0.004063</td>\n",
       "      <td>0.028238</td>\n",
       "      <td>0.968943</td>\n",
       "      <td>0.505674</td>\n",
       "      <td>0.809434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>165</td>\n",
       "      <td>350</td>\n",
       "      <td>3517.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>828000.0</td>\n",
       "      <td>2255.0</td>\n",
       "      <td>1621.171476</td>\n",
       "      <td>1.838831</td>\n",
       "      <td>0.232390</td>\n",
       "      <td>0.004058</td>\n",
       "      <td>0.028274</td>\n",
       "      <td>0.968929</td>\n",
       "      <td>0.505833</td>\n",
       "      <td>0.809894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>166</td>\n",
       "      <td>350</td>\n",
       "      <td>4068.0</td>\n",
       "      <td>578.0</td>\n",
       "      <td>741000.0</td>\n",
       "      <td>2214.0</td>\n",
       "      <td>1931.635476</td>\n",
       "      <td>1.986394</td>\n",
       "      <td>0.213297</td>\n",
       "      <td>0.003716</td>\n",
       "      <td>0.031365</td>\n",
       "      <td>0.967533</td>\n",
       "      <td>0.520922</td>\n",
       "      <td>0.857799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>167</td>\n",
       "      <td>350</td>\n",
       "      <td>4120.0</td>\n",
       "      <td>541.0</td>\n",
       "      <td>732000.0</td>\n",
       "      <td>2175.0</td>\n",
       "      <td>1961.346175</td>\n",
       "      <td>2.000516</td>\n",
       "      <td>0.211702</td>\n",
       "      <td>0.003690</td>\n",
       "      <td>0.031637</td>\n",
       "      <td>0.967394</td>\n",
       "      <td>0.522385</td>\n",
       "      <td>0.862761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>168</td>\n",
       "      <td>380</td>\n",
       "      <td>4136.0</td>\n",
       "      <td>584.0</td>\n",
       "      <td>728000.0</td>\n",
       "      <td>2147.0</td>\n",
       "      <td>1970.503345</td>\n",
       "      <td>2.004868</td>\n",
       "      <td>0.211217</td>\n",
       "      <td>0.003683</td>\n",
       "      <td>0.031720</td>\n",
       "      <td>0.967350</td>\n",
       "      <td>0.522837</td>\n",
       "      <td>0.864299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>169</td>\n",
       "      <td>380</td>\n",
       "      <td>3683.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>769000.0</td>\n",
       "      <td>2121.0</td>\n",
       "      <td>1713.559941</td>\n",
       "      <td>1.882743</td>\n",
       "      <td>0.226192</td>\n",
       "      <td>0.003939</td>\n",
       "      <td>0.029244</td>\n",
       "      <td>0.968525</td>\n",
       "      <td>0.510286</td>\n",
       "      <td>0.823207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>170</td>\n",
       "      <td>380</td>\n",
       "      <td>3440.0</td>\n",
       "      <td>571.0</td>\n",
       "      <td>730000.0</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>1578.063231</td>\n",
       "      <td>1.818342</td>\n",
       "      <td>0.235458</td>\n",
       "      <td>0.004120</td>\n",
       "      <td>0.027806</td>\n",
       "      <td>0.969114</td>\n",
       "      <td>0.503767</td>\n",
       "      <td>0.804043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>171</td>\n",
       "      <td>380</td>\n",
       "      <td>4129.0</td>\n",
       "      <td>578.0</td>\n",
       "      <td>704000.0</td>\n",
       "      <td>2067.0</td>\n",
       "      <td>1966.496194</td>\n",
       "      <td>2.002964</td>\n",
       "      <td>0.211429</td>\n",
       "      <td>0.003686</td>\n",
       "      <td>0.031684</td>\n",
       "      <td>0.967369</td>\n",
       "      <td>0.522639</td>\n",
       "      <td>0.863626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>175</td>\n",
       "      <td>500</td>\n",
       "      <td>3876.0</td>\n",
       "      <td>498.0</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>2032.0</td>\n",
       "      <td>1822.044671</td>\n",
       "      <td>1.934306</td>\n",
       "      <td>0.219499</td>\n",
       "      <td>0.003820</td>\n",
       "      <td>0.030327</td>\n",
       "      <td>0.968038</td>\n",
       "      <td>0.515555</td>\n",
       "      <td>0.839954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>176</td>\n",
       "      <td>540</td>\n",
       "      <td>3734.0</td>\n",
       "      <td>491.0</td>\n",
       "      <td>694000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>1742.116864</td>\n",
       "      <td>1.896316</td>\n",
       "      <td>0.224372</td>\n",
       "      <td>0.003906</td>\n",
       "      <td>0.029535</td>\n",
       "      <td>0.968398</td>\n",
       "      <td>0.511669</td>\n",
       "      <td>0.827510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>177</td>\n",
       "      <td>580</td>\n",
       "      <td>4440.0</td>\n",
       "      <td>553.0</td>\n",
       "      <td>679000.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>2145.836129</td>\n",
       "      <td>2.088204</td>\n",
       "      <td>0.202527</td>\n",
       "      <td>0.003550</td>\n",
       "      <td>0.033253</td>\n",
       "      <td>0.966507</td>\n",
       "      <td>0.531547</td>\n",
       "      <td>0.894360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>178</td>\n",
       "      <td>410</td>\n",
       "      <td>4222.0</td>\n",
       "      <td>544.0</td>\n",
       "      <td>681000.0</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>2019.846217</td>\n",
       "      <td>2.028321</td>\n",
       "      <td>0.208662</td>\n",
       "      <td>0.003643</td>\n",
       "      <td>0.032163</td>\n",
       "      <td>0.967117</td>\n",
       "      <td>0.525276</td>\n",
       "      <td>0.872652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>179</td>\n",
       "      <td>410</td>\n",
       "      <td>3473.0</td>\n",
       "      <td>574.0</td>\n",
       "      <td>676000.0</td>\n",
       "      <td>1914.0</td>\n",
       "      <td>1596.829794</td>\n",
       "      <td>1.827261</td>\n",
       "      <td>0.234108</td>\n",
       "      <td>0.004093</td>\n",
       "      <td>0.028011</td>\n",
       "      <td>0.969034</td>\n",
       "      <td>0.504666</td>\n",
       "      <td>0.806559</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Time, days  Casing Pressure, Psi  4 Phase BHFP, Psi  Oil Rate, q  \\\n",
       "0             1                  2680             7093.0         69.0   \n",
       "1             2                  2550             6970.0        175.0   \n",
       "2             3                  2510             7116.0        125.0   \n",
       "3             4                  2450             6581.0        229.0   \n",
       "4             5                  2350             6801.0        252.0   \n",
       "5             6                  2250             6415.0        377.0   \n",
       "6             7                  2225             6379.0        407.0   \n",
       "7             8                  2200             6117.0        756.0   \n",
       "8             9                  2150             6286.0        653.0   \n",
       "9            10                  2125             6347.0        686.0   \n",
       "10           11                  2075             6049.0        701.0   \n",
       "11           19                  1800             6049.0        812.0   \n",
       "12           12                  2025             5907.0        918.0   \n",
       "13           13                  2000             5563.0        747.0   \n",
       "14           14                  1950             5502.0        705.0   \n",
       "15           15                  1925             5524.0        744.0   \n",
       "16           16                  1900             5429.0        770.0   \n",
       "17           17                  1850             5360.0        758.0   \n",
       "18           18                  1825             6097.0        787.0   \n",
       "19           20                  1800             6036.0        822.0   \n",
       "20           21                  1750             5916.0        853.0   \n",
       "21           22                  1725             5902.0        806.0   \n",
       "22           23                  1700             5867.0        815.0   \n",
       "23           24                  1625             5630.0        881.0   \n",
       "24           25                  1500             5111.0       1102.0   \n",
       "25           26                  1525             5765.0       1110.0   \n",
       "26           27                  1525             5732.0       1103.0   \n",
       "27           28                  1525             5804.0        890.0   \n",
       "28           29                  1500             5335.0        775.0   \n",
       "29           30                  1500             5745.0        779.0   \n",
       "30           31                  1475             5618.0        838.0   \n",
       "31           32                  1450             5608.0        869.0   \n",
       "32           33                  1425             5509.0        836.0   \n",
       "33           34                  1400             5349.0        817.0   \n",
       "34           35                  1400             5151.0        826.0   \n",
       "35           36                  1400             5186.0        802.0   \n",
       "36           37                  1375             5239.0        688.0   \n",
       "37           38                  1350             5161.0        649.0   \n",
       "38           39                  1350             5106.0        781.0   \n",
       "39           40                  1325             5135.0        769.0   \n",
       "40           41                  1300             5129.0        763.0   \n",
       "41           42                  1300             5102.0        757.0   \n",
       "42           43                  1275             5078.0        762.0   \n",
       "43           44                  1275             5097.0        755.0   \n",
       "44           45                  1250             5061.0        756.0   \n",
       "45           46                  1225             5058.0        747.0   \n",
       "46           47                  1225             5072.0        733.0   \n",
       "47           48                  1225             5021.0        776.0   \n",
       "48           49                  1225             5039.0        761.0   \n",
       "49           50                  1225             4903.0        762.0   \n",
       "50           51                  1300             4928.0        762.0   \n",
       "51           52                  1300             4826.0        619.0   \n",
       "52           53                  1300             5023.0        626.0   \n",
       "53           54                  1240             5520.0       1038.0   \n",
       "54           55                  1240             5311.0        762.0   \n",
       "55           56                  1240             4829.0       1036.0   \n",
       "56           57                  1190             4969.0        941.0   \n",
       "57           58                  1190             5319.0       1022.0   \n",
       "58           59                  1190             4925.0        758.0   \n",
       "59           60                  1190             5032.0        880.0   \n",
       "60           61                  1190             4898.0        745.0   \n",
       "61           62                  1190             4774.0        743.0   \n",
       "62           63                  1190             5314.0        788.0   \n",
       "63           64                  1050             4810.0        710.0   \n",
       "64           65                  1050             4718.0        732.0   \n",
       "65           66                  1050             4904.0        672.0   \n",
       "66           67                  1050             4700.0        717.0   \n",
       "67           68                  1100             4693.0        603.0   \n",
       "68           69                  1100             5000.0        767.0   \n",
       "69           70                  1000             4744.0        683.0   \n",
       "70           71                  1000             5082.0        738.0   \n",
       "71           72                  1000             4738.0        664.0   \n",
       "72           73                  1000             4695.0        670.0   \n",
       "73           74                  1000             4604.0        688.0   \n",
       "74           75                  1000             4684.0        710.0   \n",
       "75          102                   700             4684.0        502.0   \n",
       "76           76                  1000             5272.0        871.0   \n",
       "77           82                   900             5154.0        488.0   \n",
       "78           83                   900             4640.0        568.0   \n",
       "79           84                   900             5035.0        782.0   \n",
       "80           85                   900             4443.0        752.0   \n",
       "81           86                   900             4488.0        606.0   \n",
       "82           87                   900             4947.0        728.0   \n",
       "83           88                   900             4636.0        636.0   \n",
       "84           89                   800             4454.0        722.0   \n",
       "85           90                   800             4534.0        560.0   \n",
       "86           91                   800             4132.0        610.0   \n",
       "87           92                   800             4952.0        609.0   \n",
       "88           93                   750             4284.0        639.0   \n",
       "89          124                   600             4284.0        870.0   \n",
       "90           94                   750             4389.0        465.0   \n",
       "91           95                   750             4764.0        672.0   \n",
       "92           96                   750             4972.0        565.0   \n",
       "93           97                   750             4789.0        575.0   \n",
       "94           98                   700             4218.0        607.0   \n",
       "95           99                   700             4173.0        608.0   \n",
       "96          100                   700             4181.0        505.0   \n",
       "97          101                   700             4472.0        699.0   \n",
       "98          103                   700             4310.0        611.0   \n",
       "99          104                   700             4447.0        449.0   \n",
       "100         105                   650             4565.0        682.0   \n",
       "101         106                   650             4508.0        579.0   \n",
       "102         107                   650             4381.0        636.0   \n",
       "103         108                   600             4149.0        503.0   \n",
       "104         109                   600             3830.0        750.0   \n",
       "105         110                   600             4594.0        427.0   \n",
       "106         111                   600             4021.0        699.0   \n",
       "107         112                   600             4091.0        462.0   \n",
       "108         113                   600             4334.0        830.0   \n",
       "109         114                   550             4155.0        612.0   \n",
       "110         115                   550             3456.0        361.0   \n",
       "111         116                   550             4304.0        595.0   \n",
       "112         117                   550             3871.0        618.0   \n",
       "113         118                   550             4307.0        777.0   \n",
       "114         119                   550             3935.0        697.0   \n",
       "115         120                   550             3526.0        528.0   \n",
       "116         121                   550             3897.0        634.0   \n",
       "117         122                   600             4647.0        668.0   \n",
       "118         123                   600             4384.0        753.0   \n",
       "119         125                   600             4411.0        901.0   \n",
       "120         126                   600             4087.0        912.0   \n",
       "121         127                   600             4147.0        874.0   \n",
       "122         128                   600             4580.0        864.0   \n",
       "123         129                   600             4055.0        865.0   \n",
       "124         130                   600             3976.0        829.0   \n",
       "125         131                   600             4496.0        794.0   \n",
       "126         132                   550             3550.0        789.0   \n",
       "127         133                   550             4290.0        770.0   \n",
       "128         134                   550             4079.0        759.0   \n",
       "129         135                   550             3892.0        850.0   \n",
       "130         136                   500             3926.0        683.0   \n",
       "131         137                   500             3739.0        856.0   \n",
       "132         138                   500             3744.0        884.0   \n",
       "133         139                   500             3582.0        732.0   \n",
       "134         140                   500             3846.0        843.0   \n",
       "135         141                   500             4038.0        834.0   \n",
       "136         142                   500             4103.0        910.0   \n",
       "137         143                   500             4230.0        798.0   \n",
       "138         144                   500             4032.0       1053.0   \n",
       "139         145                   500             4788.0        838.0   \n",
       "140         146                   500             4880.0        854.0   \n",
       "141         147                   450             4140.0        629.0   \n",
       "142         148                   450             3315.0        917.0   \n",
       "143         149                   450             3723.0        968.0   \n",
       "144         150                   400             3932.0        884.0   \n",
       "145         151                   400             3139.0        888.0   \n",
       "146         152                   400             4219.0        815.0   \n",
       "147         153                   400             3503.0        779.0   \n",
       "148         154                   400             3758.0        619.0   \n",
       "149         155                   400             3670.0        609.0   \n",
       "150         156                   400             2698.0        618.0   \n",
       "151         157                   400             3663.0        645.0   \n",
       "152         158                   400             3821.0        642.0   \n",
       "153         159                   400             4122.0        662.0   \n",
       "154         160                   400             3608.0        547.0   \n",
       "155         161                   400             4092.0        618.0   \n",
       "156         162                   400             4097.0        606.0   \n",
       "157         163                   400             3567.0        513.0   \n",
       "158         164                   380             3511.0        603.0   \n",
       "159         165                   350             3517.0        643.0   \n",
       "160         166                   350             4068.0        578.0   \n",
       "161         167                   350             4120.0        541.0   \n",
       "162         168                   380             4136.0        584.0   \n",
       "163         169                   380             3683.0        465.0   \n",
       "164         170                   380             3440.0        571.0   \n",
       "165         171                   380             4129.0        578.0   \n",
       "166         175                   500             3876.0        498.0   \n",
       "167         176                   540             3734.0        491.0   \n",
       "168         177                   580             4440.0        553.0   \n",
       "169         178                   410             4222.0        544.0   \n",
       "170         179                   410             3473.0        574.0   \n",
       "\n",
       "     Gas Rate, SCFD  Water Rate, B/D           Rs        Bo      mu_o  \\\n",
       "0           90550.0           1223.0  3620.717063  2.597283  0.198070   \n",
       "1          323650.0           2597.0  3620.717063  2.602783  0.195872   \n",
       "2          216000.0           3119.0  3620.717063  2.596277  0.198483   \n",
       "3          465800.0           2982.0  3620.717063  2.621666  0.189017   \n",
       "4          657700.0           2550.0  3620.717063  2.610683  0.192880   \n",
       "5          795800.0           2652.0  3620.717063  2.630445  0.186157   \n",
       "6          845500.0           2819.0  3620.717063  2.632413  0.185542   \n",
       "7          855000.0           2713.0  3620.717063  2.647542  0.181106   \n",
       "8          879800.0           2713.0  3620.717063  2.637608  0.183961   \n",
       "9          889300.0           2641.0  3620.717063  2.634182  0.184996   \n",
       "10         926200.0           2990.0  3620.717063  2.651682  0.179976   \n",
       "11        1016600.0           2933.0  3620.717063  2.651682  0.179976   \n",
       "12         987100.0           3111.0  3620.717063  2.660657  0.177642   \n",
       "13         998900.0           2831.0  3620.717063  2.684514  0.172120   \n",
       "14         999600.0           2881.0  3620.717063  2.689067  0.171167   \n",
       "15        1001000.0           2794.0  3620.717063  2.687412  0.171510   \n",
       "16        1008800.0           2868.0  3620.717063  2.694660  0.170037   \n",
       "17        1013400.0           2911.0  3620.717063  2.700098  0.168978   \n",
       "18        1014200.0           2930.0  3620.717063  2.648749  0.180773   \n",
       "19        1021800.0           2954.0  3620.717063  2.652485  0.179761   \n",
       "20        1017700.0           2969.0  3620.717063  2.660074  0.177789   \n",
       "21        1019200.0           3008.0  3620.717063  2.660981  0.177560   \n",
       "22        1017100.0           2997.0  3620.717063  2.663269  0.176991   \n",
       "23        1038900.0           3171.0  3620.717063  2.679635  0.173175   \n",
       "24        1004500.0           3252.0  3620.717063  2.721043  0.165243   \n",
       "25         979000.0           3196.0  3620.717063  2.670106  0.175343   \n",
       "26         959100.0           3150.0  3620.717063  2.672373  0.174814   \n",
       "27         959200.0           3288.0  3620.717063  2.667461  0.175971   \n",
       "28         993400.0           3263.0  3620.717063  2.702106  0.168597   \n",
       "29        1113600.0           3285.0  3620.717063  2.671477  0.175022   \n",
       "30        1101000.0           3281.0  3620.717063  2.680500  0.172986   \n",
       "31        1097000.0           3215.0  3620.717063  2.681223  0.172828   \n",
       "32        1075000.0           3239.0  3620.717063  2.688539  0.171276   \n",
       "33        1002000.0           3114.0  3620.717063  2.700979  0.168810   \n",
       "34         929300.0           3023.0  3620.717063  2.717531  0.165834   \n",
       "35         924500.0           2989.0  3620.717063  2.714506  0.166354   \n",
       "36         918900.0           2995.0  3620.717063  2.710008  0.167146   \n",
       "37         907000.0           3036.0  3620.717063  2.716662  0.165982   \n",
       "38         903000.0           2945.0  3620.717063  2.721575  0.165154   \n",
       "39         897000.0           2871.0  3620.717063  2.718928  0.165597   \n",
       "40         890500.0           2827.0  3620.717063  2.719455  0.165508   \n",
       "41         882800.0           2829.0  3620.717063  2.721930  0.165095   \n",
       "42         874900.0           2786.0  3620.717063  2.724075  0.164743   \n",
       "43         868800.0           2750.0  3620.717063  2.722375  0.165022   \n",
       "44         863000.0           2731.0  3620.717063  2.725608  0.164494   \n",
       "45         861000.0           2706.0  3620.717063  2.725879  0.164451   \n",
       "46         856000.0           2687.0  3620.717063  2.724615  0.164655   \n",
       "47         879600.0           2790.0  3620.717063  2.729258  0.163912   \n",
       "48         876900.0           2775.0  3620.717063  2.727608  0.164174   \n",
       "49         845200.0           2781.0  3620.717063  2.740405  0.162215   \n",
       "50         830000.0           2781.0  3620.717063  2.737995  0.162572   \n",
       "51         823000.0           2267.0  3620.717063  2.747997  0.161126   \n",
       "52         870000.0           2251.0  3620.717063  2.729074  0.163941   \n",
       "53         944000.0           3725.0  3620.717063  2.687712  0.171448   \n",
       "54         933000.0           2751.0  3620.717063  2.704053  0.168233   \n",
       "55         907000.0           2872.0  3620.717063  2.747697  0.161168   \n",
       "56         842000.0           2481.0  3620.717063  2.734100  0.163160   \n",
       "57         833000.0           2693.0  3620.717063  2.703402  0.168354   \n",
       "58         873000.0           2098.0  3620.717063  2.738283  0.162529   \n",
       "59         870000.0           3310.0  3620.717063  2.728248  0.164072   \n",
       "60         861000.0           2827.0  3620.717063  2.740890  0.162144   \n",
       "61         853000.0           2927.0  3620.717063  2.753275  0.160399   \n",
       "62         849000.0           3003.0  3620.717063  2.703808  0.168278   \n",
       "63         844000.0           2710.0  3620.717063  2.749608  0.160901   \n",
       "64         839000.0           2760.0  3620.717063  2.759101  0.159623   \n",
       "65         830000.0           2603.0  3620.717063  2.740308  0.162229   \n",
       "66         827000.0           2743.0  3620.717063  2.761006  0.159376   \n",
       "67         819000.0           2173.0  3620.717063  2.761751  0.159280   \n",
       "68         813000.0           3068.0  3620.717063  2.731200  0.163607   \n",
       "69         813700.0           2618.0  3620.717063  2.756378  0.159982   \n",
       "70         798900.0           2832.0  3620.717063  2.723716  0.164802   \n",
       "71         792500.0           2555.0  3620.717063  2.757003  0.159899   \n",
       "72         791000.0           2584.0  3620.717063  2.761538  0.159307   \n",
       "73         787000.0           2637.0  3620.717063  2.771438  0.158069   \n",
       "74         813000.0           2646.0  3620.717063  2.762712  0.159156   \n",
       "75         812000.0           2500.0  3620.717063  2.762712  0.159156   \n",
       "76         201000.0           2788.0  3620.717063  2.707257  0.167643   \n",
       "77         450000.0           2750.0  3620.717063  2.717270  0.165878   \n",
       "78         805000.0           2677.0  3620.717063  2.767471  0.158556   \n",
       "79         794000.0           2696.0  3620.717063  2.727974  0.164115   \n",
       "80         792000.0           2632.0  2147.578883  2.089032  0.202446   \n",
       "81         785000.0           2703.0  3620.717063  2.784813  0.156510   \n",
       "82         777000.0           2148.0  3620.717063  2.736181  0.162844   \n",
       "83         772000.0           1827.0  3620.717063  2.767909  0.158502   \n",
       "84         827000.0           3385.0  3620.717063  2.788843  0.156064   \n",
       "85         821000.0           2728.0  3620.717063  2.779465  0.157119   \n",
       "86         807000.0           2279.0  1968.213375  2.003780  0.211338   \n",
       "87         799000.0           2851.0  3620.717063  2.735706  0.162916   \n",
       "88         800000.0           2745.0  2055.546407  2.045289  0.206868   \n",
       "89         690000.0           2462.0  2055.546407  2.045289  0.206868   \n",
       "90         789000.0           2768.0  2116.246104  2.074140  0.203920   \n",
       "91         702000.0           2464.0  3620.717063  2.754305  0.160260   \n",
       "92         447000.0           2655.0  3620.717063  2.733817  0.163203   \n",
       "93         620000.0           2658.0  3620.717063  2.751740  0.160608   \n",
       "94         803000.0           2790.0  2017.546626  2.027228  0.208779   \n",
       "95         797000.0           2085.0  1991.706903  2.014946  0.210108   \n",
       "96         797000.0           2905.0  1996.296503  2.017128  0.209870   \n",
       "97         807000.0           2466.0  3620.717063  2.786701  0.156300   \n",
       "98         803000.0           2692.0  2070.548883  2.052420  0.206128   \n",
       "99         796000.0           2695.0  2149.902928  2.090137  0.202337   \n",
       "100        790000.0           2277.0  3620.717063  2.775813  0.157546   \n",
       "101        787000.0           3060.0  3620.717063  2.782473  0.156774   \n",
       "102        779000.0           2438.0  2111.610860  2.071937  0.204141   \n",
       "103        771000.0           2689.0  1977.948861  2.008407  0.210826   \n",
       "104        774000.0           2042.0  1796.086162  1.921968  0.221048   \n",
       "105        773000.0           2999.0  3620.717063  2.772553  0.157935   \n",
       "106        763000.0           2588.0  1904.848001  1.973662  0.214765   \n",
       "107        765000.0           2762.0  1944.767268  1.992636  0.212587   \n",
       "108        775000.0           2206.0  2084.413692  2.059010  0.205450   \n",
       "109        772000.0           3187.0  1981.386856  2.010041  0.210646   \n",
       "110        767000.0           1888.0  1587.441814  1.822799  0.234780   \n",
       "111        759000.0           2980.0  2067.085133  2.050774  0.206298   \n",
       "112        762000.0           2025.0  1819.220040  1.932963  0.219666   \n",
       "113        773000.0           3513.0  2068.816885  2.051597  0.206213   \n",
       "114        771000.0           2641.0  1855.431151  1.950175  0.217554   \n",
       "115        756000.0           1629.0  1626.158125  1.841201  0.232042   \n",
       "116        934000.0           2586.0  1833.916214  1.939948  0.218802   \n",
       "117        733000.0           2534.0  3620.717063  2.766707  0.158651   \n",
       "118        838000.0           3187.0  2113.348875  2.072763  0.204058   \n",
       "119        737000.0           2533.0  2129.001889  2.080203  0.203316   \n",
       "120        762000.0           2303.0  1942.482395  1.991550  0.212710   \n",
       "121        750000.0           2901.0  1976.803087  2.007863  0.210886   \n",
       "122        539000.0           1954.0  3620.717063  2.774121  0.157747   \n",
       "123       1064000.0           2713.0  1924.219837  1.982870  0.213700   \n",
       "124       1094000.0           1918.0  1878.692128  1.961230  0.216228   \n",
       "125       1073000.0           3237.0  3620.717063  2.783874  0.156616   \n",
       "126       1054000.0           2206.0  1639.468515  1.847527  0.231123   \n",
       "127       1021000.0           2345.0  2059.006876  2.046934  0.206697   \n",
       "128        998000.0           2488.0  1937.914017  1.989379  0.212957   \n",
       "129        983000.0           2547.0  1831.088472  1.938604  0.218967   \n",
       "130        964000.0           2527.0  1850.331668  1.947751  0.217848   \n",
       "131        950000.0           2511.0  1744.920858  1.897649  0.224196   \n",
       "132       1310000.0           2495.0  1747.725615  1.898982  0.224020   \n",
       "133       1174000.0           2471.0  1657.244206  1.855976  0.229911   \n",
       "134        932000.0           2342.0  1805.108047  1.926256  0.220506   \n",
       "135        818000.0           2519.0  1914.529768  1.978264  0.214231   \n",
       "136        877000.0           1847.0  1951.624613  1.995895  0.212220   \n",
       "137        937000.0           2835.0  2024.446730  2.030508  0.208428   \n",
       "138        828000.0           2348.0  1911.111724  1.976640  0.214419   \n",
       "139        125000.0           2228.0  3620.717063  2.751842  0.160594   \n",
       "140          5000.0           1915.0  3620.717063  2.742645  0.161888   \n",
       "141        473000.0           2006.0  1972.793766  2.005957  0.211097   \n",
       "142        799000.0           1404.0  1509.395241  1.785704  0.240600   \n",
       "143        801000.0           1028.0  1735.950771  1.893386  0.224762   \n",
       "144        797000.0           1617.0  1853.731059  1.949366  0.217652   \n",
       "145        786000.0           1478.0  1413.605098  1.740175  0.248356   \n",
       "146        785000.0           2742.0  2018.121482  2.027501  0.208749   \n",
       "147        778000.0           1248.0  1613.419631  1.835146  0.232933   \n",
       "148        769000.0           1209.0  1755.582991  1.902717  0.223529   \n",
       "149        770000.0           1279.0  1706.293551  1.879289  0.226662   \n",
       "150        763000.0           1139.0  1177.953222  1.628169  0.271072   \n",
       "151        749000.0           1195.0  1702.383048  1.877431  0.226916   \n",
       "152        750000.0           1795.0  1791.014721  1.919557  0.221354   \n",
       "153        752000.0           2200.0  1962.490426  2.001060  0.211641   \n",
       "154        737000.0           2025.0  1671.710796  1.862852  0.228939   \n",
       "155        728000.0           2176.0  1945.338557  1.992908  0.212557   \n",
       "156        720000.0           2153.0  1948.195429  1.994265  0.212403   \n",
       "157        807000.0           2348.0  1648.907807  1.852014  0.230477   \n",
       "158        789000.0           2215.0  1617.848486  1.837251  0.232622   \n",
       "159        828000.0           2255.0  1621.171476  1.838831  0.232390   \n",
       "160        741000.0           2214.0  1931.635476  1.986394  0.213297   \n",
       "161        732000.0           2175.0  1961.346175  2.000516  0.211702   \n",
       "162        728000.0           2147.0  1970.503345  2.004868  0.211217   \n",
       "163        769000.0           2121.0  1713.559941  1.882743  0.226192   \n",
       "164        730000.0           2100.0  1578.063231  1.818342  0.235458   \n",
       "165        704000.0           2067.0  1966.496194  2.002964  0.211429   \n",
       "166        750000.0           2032.0  1822.044671  1.934306  0.219499   \n",
       "167        694000.0           2015.0  1742.116864  1.896316  0.224372   \n",
       "168        679000.0           2003.0  2145.836129  2.088204  0.202527   \n",
       "169        681000.0           1983.0  2019.846217  2.028321  0.208662   \n",
       "170        676000.0           1914.0  1596.829794  1.827261  0.234108   \n",
       "\n",
       "           Bg      mu_g        Bw      mu_w  Z Factor  \n",
       "0    0.002908  0.044878  0.957199  0.618152  1.170450  \n",
       "1    0.002927  0.044385  0.957706  0.613731  1.157708  \n",
       "2    0.002905  0.044970  0.957103  0.618983  1.172832  \n",
       "3    0.002992  0.042796  0.959266  0.599977  1.117254  \n",
       "4    0.002955  0.043702  0.958391  0.607721  1.140188  \n",
       "5    0.003022  0.042107  0.959907  0.594245  1.100012  \n",
       "6    0.003029  0.041957  0.960045  0.593012  1.096270  \n",
       "7    0.003080  0.040847  0.961028  0.584105  1.068916  \n",
       "8    0.003046  0.041567  0.960396  0.589841  1.086602  \n",
       "9    0.003035  0.041823  0.960166  0.591918  1.092944  \n",
       "10   0.003094  0.040557  0.961277  0.581833  1.061837  \n",
       "11   0.003094  0.040557  0.961277  0.581833  1.061837  \n",
       "12   0.003124  0.039948  0.961789  0.577126  1.047045  \n",
       "13   0.003203  0.038444  0.962992  0.565914  1.011062  \n",
       "14   0.003218  0.038174  0.963199  0.563964  1.004693  \n",
       "15   0.003213  0.038272  0.963124  0.564666  1.006990  \n",
       "16   0.003237  0.037851  0.963443  0.561644  0.997070  \n",
       "17   0.003255  0.037543  0.963672  0.559464  0.989863  \n",
       "18   0.003084  0.040762  0.961102  0.583436  1.066834  \n",
       "19   0.003097  0.040502  0.961324  0.581400  1.060483  \n",
       "20   0.003122  0.039987  0.961757  0.577423  1.047983  \n",
       "21   0.003125  0.039926  0.961807  0.576961  1.046524  \n",
       "22   0.003133  0.039775  0.961932  0.575810  1.042877  \n",
       "23   0.003187  0.038739  0.962763  0.568066  1.018055  \n",
       "24   0.003323  0.036421  0.964479  0.551702  0.963858  \n",
       "25   0.003156  0.039333  0.962291  0.572473  1.032243  \n",
       "26   0.003163  0.039189  0.962407  0.571399  1.028801  \n",
       "27   0.003147  0.039502  0.962154  0.573745  1.036309  \n",
       "28   0.003261  0.037431  0.963755  0.558677  0.987252  \n",
       "29   0.003160  0.039246  0.962361  0.571822  1.030157  \n",
       "30   0.003190  0.038686  0.962804  0.567680  1.016803  \n",
       "31   0.003193  0.038642  0.962838  0.567358  1.015759  \n",
       "32   0.003217  0.038205  0.963175  0.564187  1.005424  \n",
       "33   0.003258  0.037494  0.963709  0.559118  0.988714  \n",
       "34   0.003312  0.036602  0.964352  0.552938  0.968034  \n",
       "35   0.003302  0.036761  0.964239  0.554023  0.971689  \n",
       "36   0.003287  0.037000  0.964068  0.555672  0.977224  \n",
       "37   0.003309  0.036648  0.964320  0.553248  0.969078  \n",
       "38   0.003325  0.036393  0.964498  0.551517  0.963232  \n",
       "39   0.003317  0.036530  0.964403  0.552443  0.966364  \n",
       "40   0.003318  0.036502  0.964422  0.552258  0.965737  \n",
       "41   0.003326  0.036375  0.964511  0.551394  0.962815  \n",
       "42   0.003333  0.036266  0.964587  0.550655  0.960310  \n",
       "43   0.003328  0.036352  0.964527  0.551240  0.962293  \n",
       "44   0.003338  0.036188  0.964641  0.550133  0.958537  \n",
       "45   0.003339  0.036174  0.964650  0.550041  0.958224  \n",
       "46   0.003335  0.036238  0.964606  0.550471  0.959684  \n",
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     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visualizing the Dataframe\n",
    "vlookup()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Validation\n",
    "\n",
    "Data Validation is the most important to figure out whether the data collected at the wellsite is correct or not. It also gives confirmation whether BHFP results are correct or do we need to change some properties"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a function that will plot flow variables against time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DataValidation():\n",
    "    ax = plt.gca() # plot() takes an optional argument 'ax' which allows you to reuse an Axis to plot multiple lines. gca stands for 'Get Current Axis'\n",
    "    df = pd.read_csv(r\"C:\\Users\\apoor\\Desktop\\4 Phase BHP\\Results_4_Phase_BHFP.csv\", header=0,)\n",
    "    df['Gas Rate, MSCFD'] = df['Gas Rate, SCFD'] / 1000 # Converting Gas Rate from SCFD to MSCFD\n",
    "    df.plot(kind='line',x='Time, days',y='4 Phase BHFP, Psi',color='black',figsize=(13, 5),ax=ax) \n",
    "    df.plot(kind='line',x='Time, days',y='Oil Rate, q', color='green', ax=ax)\n",
    "    df.plot(kind='line',x='Time, days',y='Gas Rate, MSCFD', color='red', ax=ax)\n",
    "    df.plot(kind='line',x='Time, days',y='Water Rate, B/D', color='blue', ax=ax)\n",
    "    plt.grid() # shows gidline\n",
    "    plt.legend(loc='best')\n",
    "    plt.savefig('BHFP vs 3Phase_Conger.jpeg')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing the plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
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